La Casa de Asterión: estimación de demanda y optimización de precios de artículos de venta minorista
1 Introducción
La empresa La Casa de Asterión es una cadena de negocios minoristas de artículos para el hogar, la cual cuenta con 15 tiendas en distintas regiones de Estados Unidos. Recientemente dicha empresa ha detectado una reducción en las ganancias y buscan evaluar y mejorar su estrategia de precios para aumentar el rendimiento.
Teniendo en cuenta que la fijación de precios es un factor clave para el rendimiento de cualquier negocio. Un precio demasiado alto puede reducir el volumen de ventas, mientras que uno demasiado bajo puede disminuir el margen de ganancia, incluso si la demanda aumenta. Encontrar el punto de equilibrio adecuado requiere no solo un análisis detallado de las ventas y de la elasticidad de la demanda, sino también la consideración de factores externos como la competencia, la estacionalidad y los cambios en las preferencias de los consumidores.
Se busca comprender a fondo la relación entre sus precios, la demanda y otros factores que puedan influir en su rendimiento, con el objetivo de implementar una estrategia de precios más eficiente y orientada a resultados.
Se trabajará con información proveniente de las transacciones
realizadas en 9 cadenas de negocios minoristas en un período de 3 años,
donde se podrá obtener información de cada uno de los negocios y
diferentes características relacionadas al producto que se vende. Todo
el análisis se realizará usando el Software estadístico R y
está disponible en este repositorio.
Aclaración: cuando se habla de transacción no refiere al evento completo de la compra, sino a la cantidad de productos iguales dentro de una compra.
2 Objetivos
A lo largo de este trabajo tendremos en cuenta 2 objetivos principales:
- Predecir la demanda diaria de la semana siguiente a la finalización de los datos disponibles.
En base a la información prevista de las transacciones, se busca generar un modelo predictivo con el cual se pueda estimar de manera adecuada la demanda en dólares (USD) para cada uno de los días en la semana posterior al fin de los datos (desde el 1/1/2024 al 7/1/2024) de los distintos subgrupos de productos, en cada una de las tiendas minoristas.
- Proponer soluciones para maximizar la ganancia.
Como ya se mencionó anteriormente, la cadena Casa de Asterión presentó una disminución de las ganancias en el último tiempo. Por lo que se busca identificar, para cada producto, el precio óptimo que maximice la ganancia, equilibrando el ingreso por unidad vendida con el volumen total de ventas y de esta manera poder revertir la situación.
3 Metodología
3.1 Datos
Fueron proporcionadas 6 bases de datos con distinta información relevante para la realización de este trabajo:
eci_transaction
Es la base de datos principal en este trabajo, en ella se encuentra información referida a las transacciones realizadas desde el 1 de enero de 2021 hasta el 31 de diciembre de 2023, en las 157 tiendas minoristas presentes en el estudio (pertenecientes a las 9 cadenas ya mencionadas). Las variables aquí presentes son:
📂 Variables
TRANSACTION_ID: id de la transacciónDATE: fecha de la transacciónSTORE_ID: id de la tiendaSKU: número de referencia CCCGGSSXXX donde C es la categoría, G el grupo, S subgrupo y X es el número secuencial del productoQUANTITY: cantidad de productos que se vendieron en esa transacción.PRICE: precio del producto.TOTAL_SALES(PRICExQUANTITY): dinero que recibe el local en una transacción.SUBGROUP: subproducto.STORE_SUBGROUP_DATE_ID: es el id del subproducto en cierta tienda y en cierta fecha.
eci_stores
Contiene información particular de cada una de las distintas tiendas minoristas, presentando información relacionada a la ubicación y al tipo de tienda. En esta base de datos encontramos:
📂 Variables
STORE_ID: id de la tienda.BRAND: cadena a la que pertenece la tienda.STORE_NAME(generalmente formado por BRAND - CITY): nombre de la tienda.ADDRESS1yADDRESS2: información sobre la dirección de la tienda.CITY: ciudad de la tienda.STATE: estado de la tienda.ZIP: código postal de la tienda.OPENDATEyCLOSEDATE: fecha de inicio y de cierre de la tienda.STORE_TYPE: tipo de tienda.REGION: región de la tienda.
eci_stores_cluster
Este archivo contiene información de las tiendas minoristas,
repitiendo las variables STORE_ID, BRAND y
STORE_NAME, y agrega una variable que agrupa las tiendas
por zona o región:
📂 Variables
STORE_ID: id de la tienda.BRAND: cadena a la que pertenece la tienda.STORE_NAME(generalmente formado por BRAND - CITY): nombre de la tienda.CLUSTER: zona o región de la tienda.
eci_product_master
Contiene información más específica de los productos como el nombre, el precio inicial, el precio sugerido por el fabricante, los costos del mismo, entre otras:
📂 Variables
SKU: número de referencia CCCGGSSXXX donde C es la categoría, G el grupo, S subgrupo y X es el número secuencial del productoPRODUCT_NAME: nombre del producto.CATEGORY: categoría del producto.GROUP: grupo del producto.SUBGROUP: subproducto.BRAND: cadena a la que pertenece la tienda.base_price: precio al que el negocio puso en venta al producto en primera instancia.initial_ticket_price: precio del producto sugerido por el fabricante.costos: costo del producto.
eci_product_groups
En esta base se identifican productos que han estado en precio promocional por algún motivo, contiene las siguientes variables:
📂 Variables
SKU: número de referencia CCCGGSSXXX donde C es la categoría, G el grupo, S subgrupo y X es el número secuencial del productoPRODUCT_NAME: nombre del producto.price_group_id: id de la promoción.price_group_name: nombre completo de la promoción.group_type: tipo de promoción.
eci_customer_data
Contiene información de 801923 clientes, identificando datos personales de los mismos e identificando a los que son socios de dichas cadenas:
📂 Variables
client_id: id del cliente.phone_number: número del cliente.email_address: dirección de email del cliente.city: ciudad de residencia del cliente.state: estado de residencia del cliente.zip_code: codigo postal del lugar de residencia del cliente.education_level: nivel de educación del cliente.occupation: ocupación del cliente.loyalty_member: identifica si el cliente es socio o no de la cadena.loyalty_number: número de socio del cliente en caso de serlo.loyalty_points: puntos de membresía del cliente socio.
3.2 Manejo de los datos
Antes de iniciar el análisis, fue necesario realizar una inspección exhaustiva de los datos. Este proceso permitió identificar aspectos relevantes vinculados al preprocesamiento, tales como la detección de datos faltantes y otras cuestiones que requerían tratamiento previo. Dichas cuestiones se enuncian a continuación:
- Base de clientes (
eci_customer_data).
Al analizar las variables disponibles en esta base, quedó evidenciado que no hay una variable que conecte la información aquí disponible con el resto de las bases. Es decir, se cuenta con la información de los clientes, pero no es posible identificar en que tienda compra cada uno, o que transacción realiza cada uno. Por este motivo no se utilizará esta información, al menos en este primer análisis.
- Valores faltantes.
Se realizó una inspección por cada una de las variables de interés y
en la base de datos eci_transaction se encontraron valores
faltantes en la variable QUANTITY, la cual como se mencionó
anteriormente puede calcularse como
TOTAL_SALES/PRICE, de esta manera se pudo
reconstruir el dato e imputar todos los valores faltantes de dicha
variable.
En la base de datos eci_stores, hay datos faltantes en
las variables ADDRESS2, CLOSEDATE y
STORE_TYPE. Para las variables ADDRESS2 y
CLOSEDATE puede que esto no sea un error en sí, sino que no
estén los datos debido a que la tienda no tiene una segunda dirección o
porque todavía no cerró respectivamente. Para la variable
STORE_TYPE encontramos 2 datos faltantes, en los locales
QuickBuy - Columbia y MarketExpress Lakewood Uptown, los cuales fueron
reemplazados por el valor Unknown, ya que no es posible saber
de que tipo de tienda se trata.
- Datos del subproducto “Basketball”.
Al revisar la base de transacciones (eci_transaction) se
identificó que no existen registros asociados al subproducto
“Basketball”, a pesar de que este se encuentra incluido en la base de
productos (eci_product_master) y forma parte de los
subproductos a predecir en el primer objetivo. Una posible explicación
es que los SKU correspondientes a los subproductos de las categorías
“Basketball” y “Baseball” presentan coincidencias en su codificación
(por ejemplo, SPOTEBA001), lo que podría haber generado un error en el
proceso de carga de datos y derivado en la ausencia de registros para
“Basketball”.
Una alternativa para solucionar este problema fue realizar el
supuesto de que la demanda de ambos subproductos era similar, y en base
a esto realizar las correspondientes predicciones. Como no se cuenta con
la información de la demanda, ya que no se pueden identificarlos entre
las transacciones, a continuación se presentan sus valores promedios en
las variables base_price, initial_ticket_price
y costos:
| Subgrupo | base_price promedio | initial_ticket_price promedio | costos promedio |
|---|---|---|---|
| Baseball | 91.95 | 109.11 | 54.75 |
| Basketball | 94.03 | 114.60 | 51.44 |
Se observan similitudes tanto en los precios iniciales promedio, como en los costos promedios para los productos de Basketball y Baseball.
4 Desarrollo
4.1 Objetivo 1 - Estimación de la demanda
Para el desarrollo del Objetivo 1, se aplicarán técnicas de Machine Learning con el propósito de entrenar los datos y estimar la demanda de los distintos subproductos. Asimismo, se llevará a cabo un procedimiento de estimación de precios correspondiente a la semana de referencia para la generación de pronósticos. Estos valores estimados se incorporarán como variables explicativas en el modelo, con el objetivo de predecir de manera adecuada la demanda en la semana posterior al fin de los datos.
4.1.1 Preprocesamiento de los datos
Para la preparación de los datos, se realizaron diversos procesos de depuración y combinación de las bases disponibles, con el fin de obtener un conjunto único que permitiera entrenar el modelo de predicción de la demanda.
En primer lugar, a partir de la base eci_stores se
identificaron y excluyeron aquellas tiendas que habían cerrado antes de
la semana del 1 al 7 de enero de 2024, ya que no tendría sentido estimar
demanda para locales que ya no se encontraban operativos.
Posteriormente se combinaron las bases eci_stores y
eci_product_master con la base
eci_transactions. De esta forma, cada transacción no solo
contiene información sobre la venta realizada, sino también el nombre y
la categoría del producto, la tienda donde se comercializó y su región,
la franquicia a la que pertenece, entre otras características.
Sobre esta base consolidada, se generaron 3 nuevas variables
temporales a partir de la columna DATE, extrayendo el día,
mes y año de cada transacción.
Finalmente, las transacciones se agruparon por día, por subproducto y
por tienda (STORE_SUBGROUP_DATE_ID), con el propósito de
entrenar los datos de esa manera y asi poder cumplir el objetivo de
predecir la demanda desde el 1/1/2024 al 7/1/2024 de los distintos
subproductos, en cada una de las tiendas minoristas. También, como dato
adicional, esto hace que se reduzca el costo computacional que conlleva
entrenar los datos, debido a la reduccion de filas en la base que este
agrupamiento implica, pasando de trabajar con 19.004.759 de datos a una
base final con 5.137.958 de datos.
En síntesis, el proceso de preparación de datos permitió pasar de múltiples bases dispersas a un único conjunto de datos estructurado, listo para ser utilizado en el entrenamiento de los modelos predictivos y para el análisis descriptivo que sigue a continuación.
4.1.2 Análisis descriptivo
Al querer estimar la demanda (TOTAL_SALES) de manera
adecuada, se plantea el análisis descriptivo buscando evidenciar que
variables entre las que se encuentran disponibles en nuestras bases
pueden influir en el comportamiento de la variable respuesta
mencionada.
Se cuenta con información de artículos pertenecientes a 73 subproductos distintos, e inicialmente se quiere evidenciar si hay diferencias en la demanda para los distintos subproductos.
Claramente se observa que hay 9 subproductos que generaron mucha mayor demanda que el resto, estos son Headphones, Speakers, Wearables, Desktops, Smartphones, Home Audio, Tablets, Accesories y Laptops, acumulando un 42% de la demanda total.
Estos artículos tienen características muy similares, todos ellos corresponden a productos electrónicos vinculados principalmente a la informática, telecomunicaciones y entretenimiento audiovisual.
Cada uno de estos subgrupos se pueden agrupar en 23 grupos distintos, y a su vez estos grupos pertenecen a 8 categorías distintas. A continuación se presentan las distribuciones en relación a la demanda total para estas variables.
Tal como se mostraba anteriormente, los productos relacionados a la electrónica son los que presentan mayor demanda (en USD), evidenciandose que los 9 productos que presentaban una mayor demanda que el resto se agrupan en los 3 “grupos”: Audio, Computing y Mobile. Siendo además los 3 grupos que conforman la categoría Electronics.
Otra variable que puede influir en la demanda de cada categoría es la fecha en la que se produjo la transacción, para esto se mostrará la evolución de la demanda a través de los meses en los 3 años que abarca este estudio.
Viendo la evolución de la demanda por mes para las distintas categorías, se podría detectar cierta estacionalidad, siendo los primeros meses del año (generalmente desde enero hasta marzo/abril) los que menor demanda tienen, lo cual es de esperarse porque suelen ser meses de menor consumo. Es sabido que en los meses de noviembre y diciembre el consumo crece mucho por las fiestas (Thanksgiving, Black Friday, Navidad), posteriormente suele caer en los primeros meses del año y suele volver a repuntar con el inicio de la primavera y algunas campañas de compras (por ejemplo, “back to school” más adelante en el año). A su vez, parece que la demanda a ido disminuyendo, levemente, a lo largo de estos 3 años.
Se procede a analizar la demanda en las distintas regiones geográficas en las cuales pertenecen estas tiendas:
Se observa que los estados con mayor demanda monetaria se encuentran en la zona de la costa este de Estados Unidos, concentrandose en los estados de Nueva York, Florida, Georgia y Carolina del Sur. Pero este análisis inicial no necesariamente brinda una evidencia con respecto a que dichos estados influyen en las ventas de las tiendas, debido a que hay distinta cantidad de tiendas en cada uno de estos. A continuación para tratar este problema, se vuelve a realizar este gráfico pero calculando la demanda promedio por tienda en cada uno de estos estados:
Al realizar esta modificación, el panorama ya no es el mismo y se puede observar que los estados que mayor demanda promedio tienen, se ubican en el suroeste y son los estados de Nuevo México y Arizona (contando con 2 y 5 tiendas respectivamente). Otra particularidad que no se evidenciaba en el otro gráfico, es que los estados con menor demanda promedio se encuentran todos en la región noroeste del país, lo que lleva a pensar que puede que esa sea una zona con menor consumo.
A continuación, se analizará la demanda por tipo de tienda y por marca:
Se puede apreciar con claridad que las tiendas de tipo Street y Mall son las que mayores demanda presentan, con la particularidad que existen las mismas cantidades de tiendas de estos tipos (44 cada uno), y sin embargo las de tipo Street tuvieron una demanda de 48.194.937 $USD mayor.
Al analizar los gráficos, se observa de manera lógica que una mayor cantidad de tiendas se asocia con un incremento en la demanda.
Se evidencia que la cadena Essentials Plus es la que mayor demanda presenta, siendo también la cadena con mayor cantidad de tiendas.
4.1.3 Técnicas estadísticas
Antes de comenzar con el ajuste de modelos, se tiene en cuenta que la
variable a predecir es cuantitativa, por lo que se opta por utilizar
modelos de regresión. En primera instancia se consideraron varias
alternativas, como regresión lineal, Random Forest, modelos de Gradient
Boosting, series de tiempo, entre otros. Sin embargo, dado el enfoque de
predicción de cada uno de ellos, se decide trabajar con Random Forest y
Gradient Boosting, para captar relaciones no lineales y predecir la
demanda total de manera más eficiente, las variables explicativas
consideradas fueron: PRICE, SUBGROUP,
STORE_TYPE, REGION, STORE_ID,
mes, dia, año,
category, group y BRAND.
Dado que Random Forest posee múltiples hiperparámetros, se lleva a cabo un proceso de optimización de los mismos. Para ello, se divide el conjunto de datos en 85% entrenamiento y 15% prueba. Dentro del 85% destinado a entrenamiento se realiza un proceso de validación cruzada con 4 “folds” con el objetivo de identificar aquellos hiperparámetros que maximizan el \(R^2\). Luego, con el 15% restante se prueba el modelo ajustado con los hiperparámetros óptimos, verificando que el \(R^2\) obtenido sea consistente con el alcanzado en el proceso de validación. Finalmente, se reentrenará el modelo con los hiperparámetros óptimos con la totalidad de los datos para posteriormente realizar la predicción de la demanda total.
4.1.3.1 Random Forest + modelos SARIMA para la determinación del precio semanal
En esta primera opción se plantea usar Random Forest para la predicción de la demanda total, y modelos de series de tiempo para la determinación del precio en el conjunto de datos a predecir. La justificación del uso de modelos de series temporales se basa en que dichos modelos pueden captar los patrones estacionales de los datos y usar esa información, resultará una buena estrategia para determinar el precio.
Se utilizaron 10950 modelos SARIMA para modelar patrones semanales dado que se intuye que los precios en una semana de cada subgrupo de productos en cada tienda tienden a ser los mismos. Éstos resultan de las combinaciones de las 150 tiendas y 73 subgrupos a predecir, las restantes 150 combinaciones son para las tiendas que venden subgrupos de productos de “Basketball” pero éstas son imputadas al precio que se venden los productos de “Baseball”.
Para la determinación del precio en cada subgrupo de productos y en cada tienda, se utilizó el precio mediano de cada producto vendido en ese subgrupo de productos, en cada tienda y semana del año. La utilización de la mediana se debe a que es más robusta ante datos extremos, con esto nos referimos a que va a ser un estimador más consistente del precio.
Dado que había tiendas que no vendían todos los subgrupos de productos todas las semanas, en esas se uso un precio interpolado entre la semana previa y la semana siguiente dando a entender que el precio se comportó de forma estable, luego, si el precio al inicio de la semana era faltante se usaba el precio de la semana siguiente y si el precio de la última semana era faltante se usaba el precio de la semana anterior (estos dos últimos casos son para inicio y final del período en estudio respectivamente).
4.1.3.2 Random Forest + modelos SARIMA para la determinación del precio diario
En esta opción se trabaja de forma similar, se vuelve a utilizar Random Forest para la predicción de la demanda total, y modelos de series de tiempo para la determinación del precio en el conjunto de datos a predecir.
La diferencia entre esta opción y la otra es la forma de como se modelan las series temporales, en este caso, se utilizaron 10950 modelos SARIMA para modelar patrones diarios e intentar captar la mayor cantidad de información posible para el pronóstico del precio. Éstos resultan de las combinaciones de las 150 tiendas y 73 subgrupos a predecir, las restantes 150 combinaciones son para las tiendas que venden subgrupos de productos de “Basketball” pero éstas son imputadas al precio que se venden los productos del “Baseball”.
Nuevamente, para la determinación del precio en cada subgrupo de productos y en cada tienda, se utilizó el precio mediano de cada producto vendido en ese subgrupo de productos, en cada tienda y día del año. Dado que había tiendas que no vendían todos los subgrupos de productos todas los días, se usó un precio interpolado entre el/los día/as previo/os y el/los día/as siguiente/es dando a entender que el precio se comportó de forma estable, luego, si el precio al primer día del año era faltante se usaba el precio de el/los día/as siguiente/es y si el precio al último día del año era faltante se usaba el precio de él/las semana/as anterior/es (estos dos últimos casos son para inicio y final del período en estudio respectivamente).
4.1.3.3 Modelos de “Gradient Boosting” + SARIMA para la determinación del precio semanal
En esta opción se plantea usar modelos de Gradient Boosting para la predicción de la demanda total, que al igual que Random Forest, se utiliza para captar relaciones no lineales en los datos, cabe aclarar que no se realizó una optimización de hiperparámetros, pero se usaron hiperparámetros a conciencia. Los modelos SARIMA utilizados para la determinación del precio semanal fueron los mismos que se utilizaron en la primera opción.
4.1.4 Resultados
En esta sección se presentan los resultados de la optimización de hiperparámetros de Random Forest haciendo uso del \(R^2\) para elegir la mejor combinación y, además, la inclusión de la métrica de la tabla pública del concurso (Score), como métrica de comparación entre las opciones postuladas.
En la optimización de hiperparámetros de Random Forest se obtiene la siguiente tabla:
| Árboles | Ínstancias mínimas | \(R^2\) promedio | \(R^2\) desvío |
|---|---|---|---|
| 165 | 9 | 0.7741 | 0.0017 |
| 117 | 9 | 0.7698 | 0.0007 |
| 141 | 5 | 0.7684 | 0.0028 |
| 70 | 10 | 0.7681 | 0.0017 |
| 83 | 6 | 0.7668 | 0.0016 |
| 194 | 7 | 0.7659 | 0.0025 |
| 138 | 9 | 0.7648 | 0.0020 |
| 128 | 10 | 0.7646 | 0.0022 |
| 116 | 6 | 0.7613 | 0.0021 |
Se puede observar que la combinación de hiperparámetros que tiene mayor \(R^2\) promedio resulta de usar 165 árboles y 9 instancias mínimas. El Score de las predicciones usado en Kaggle para las 3 estrategias antes presentadas fueron:
Random Forest + modelos SARIMA para la determinación del precio semanal: 0.12876
Random Forest + modelos SARIMA para la determinación del precio diario: 0.10491
Gradient Boosting + modelos SARIMA para la determinación del precio semanal: 0.13456
Por lo tanto, el modelo usado para la predicción de la demanda total en la primer semana de enero del 2024 fue Gradient Boosting + modelos SARIMA para la determinación del precio semanal.
4.2 Objetivo 2 - Optimización de precios
Como se mencionó previamente, La Casa de Asterión necesita mejorar su estrategia de precios, ya que se ha observado una disminución en las ganancias y desea entender cómo ajustar sus precios para optimizar la demanda y el margen de ganancias de sus productos.
Para abordar este objetivo, se emplearán técnicas de Machine Learning con la finalidad de estimar la cantidad vendida de cada producto, a partir de un conjunto de variables explicativas que permitan obtener la mayor precisión posible en la predicción.
Luego de crear un modelo predictivo de la cantidad de ventas, se deberán identificar los precios óptimos para cada producto que maximicen la ganancia. Esto implica encontrar el equilibrio adecuado entre el precio y la demanda para asegurar que la empresa obtenga el mayor rendimiento posible.
4.2.1 Preprocesamiento de los datos
A partir de la base creada luego de combinar las bases
eci_transactions, eci_stores y
eci_product_master, en donde se muestran todas las
transacciones con sus diferentes características, se procede a calcular
las ganancias para cada transacción, las cuales serán de vital
importancia para responder al objetivo en cuestión. El cálculo se
realiza de la siguiente manera:
GANANCIAS = TOTAL_SALES -
QUANTITY x costos
A continuación, se realizará un análisis descriptivo con la base armada para este objetivo.
4.2.2 Análisis descriptivo
Para comenzar a entender que factores influyen en las ganancias producidas por los distintos productos, se mostrarán cuales son los productos más vendidos a través de los 3 años de estudio.
Se observa que hay un producto que se ha vendido considerablemente más que el resto, el cual es Fashionista Infants Collections con un total de 205.692 ventas. Otra cuestión de interés, radica en que todos los productos con mayor cantidad de ventas son productos con precios moderados/bajos, lo que indicaría que no necesariamente se correspondan con los productos que mayor ganancia proporcionaron. El precio promedio de estos productos a través de todas las transacciones fue de 35,95 $USD.
También, como se comentó anteriormente, resulta de interés identificar que productos son los que mayor ganancia generan, los cuales probablemente esten asociado a los productos de mayor valor.
Como se puede apreciar, hay dos productos que presentaron mayor cantidad de ganancias totales; estos son CircuitCity Home Audio Edge X y Fashionista Infants Collection, de las categorías Electronics y Clothing respectivamente. También se puede destacar de este gráfico, que 19 de los 20 productos que mayores ganancias totales generaron fueron de la categoría Electronics, la cual por lo visto anteriormente, es la de mayor demanda.
De los productos más vendidos solo Fashionista Infants Collection se encuentra en el top de mayor ganancia, lo que lleva a pensar que a pesar de venderse en menor cantidad, algunos de los productos más costosos son los que mayor cantidad de ganancia generan. El precio promedio de los productos que más ganancia generan es de 304.97 $USD, casi 9 veces más caros que los productos más vendidos.
También resulta de interés evidenciar como evolucionó la ganancia que generaron los distintos productos a través del tiempo, en este caso se hace hincapié en los 5 productos que más ganancias generaron y se grafican sus ganancias mensuales durante los 3 años de estudio.
Al ver la evolución de las ganancias mensuales de los 5 productos que mayores ganacias totales generaron durante todo el período estudiado, se puede observar un pico de rendimientos en la mayoría de los productos durante mediados de 2022 y también un leve decrecimiento en las ganancias a lo largo de estos años, lo cual es el principal mótivo por el cual La Casa de Asterión busca mejorar su estrategia de precios para así aumentar el rendimiento.
A continuación se hará uso de la georreferenciación, para evidenciar si existen diferencias en las ganancias producidas por tiendas ubicadas en los distintos estados de Estados Unidos. Este gráfico inicial muestra las ganancias totales según estado permitiendo identificar rápidamente cuáles zonas aportan un mayor volumen de ingresos.
En el gráfico anterior, se puede ver que los estados pertenecientes a la costa este de los Estados Unidos son los que producen mayor cantidad de ganancias, pero como se comentó anteriormente esto va a estar muy influenciado por la cantidad de tiendas presentes en cada estado. Para tener un panorama más real en relación a las diferencias en las ganancias de cada estado, se realizará el mismo gráfico pero calculando la ganancia promedio por tienda dentro de cada estado.
Se evidencia que la situación vuelve a cambiar, siendo un poco más similar la ganancia en todos los estados. Lo que si es destacable es que los estados pertenencientes al noreste del país presentan las menores ganancias por tienda entre todos los estados. Otro caso particular se da en el estado de Nuevo México, siendo el segundo estado con menores ganancias totales y el estado con mayor ganancias por tienda entre todos los estos, esto se debe a que solo hay 2 tiendas en esa región.
Por último, se desea evidenciar si la ganancia que producen los
productos se debe a qué tanto se aumenta su precio en relación al costo
del mismo (markup). Por este motivo se calcula el porcentaje de aumento
en relación al costo para cada transacción de la siguiente manera:
(PRICE - costos)/costos y, en
base a eso, se agrupan los datos en percentiles. Esto permite comparar
de manera más equitativa los productos, independientemente de su nivel
de precio, y observar qué rangos de aumento de precio generan mayor
ganancia total. De esta manera, el análisis busca identificar los
niveles de markup más efectivos para maximizar la rentabilidad.
Se observa que a pesar de que los productos del primer percentil (precios más cercanos al costo) fueron los que más cantidad de ventas producieron, no necesariamente se condice con el percentil que más ganancias generaron para la empresa.
En particular, el segundo percentil —correspondiente a aumentos de precios entre el 30% y el 60% sobre el costo— fue el que produjo la mayor ganancia total. Esto es un tema crucial a la hora de definir precios óptimos, ya que, es evidente que a mayores precios se obtiene una mayor ganancia unitaria, pero esta medida afectará la cantidad de ventas. Por lo que poder entender que porcentaje de recargo realizar en cada producto es fundamental para maximizar la ganancia de cualquier negocio.
4.2.3 Técnicas estadísticas
Para optimizar el precio con el objetivo de maximizar la ganancia, se
buscó modelar la cantidad vendida en función de distintas variables
explicativas: PRICE, STORE_ID,
SKU, category, group,
BRAND y REGION. Dado que los productos de
Basketball y Baseball comparten el mismo SKU, no fue
posible diferenciarlos directamente. Además, no se disponía de
información específica sobre las ventas de Basketball. Considerando que
ambos productos presentan costos similares y que era razonable suponer
una demanda similar, se decidió modelar únicamente los productos de
Baseball y asignar el mismo precio a los correspondientes de
Basketball.
Una vez entrenado el modelo, se construyó una grilla de precios que
abarca desde el valor mínimo hasta el máximo observado, con una longitud
de 25 puntos. Para cada precio de la grilla se estimó la cantidad
vendida utilizando el modelo ajustado. A partir de estas predicciones se
calculó la variable: GANANCIAS = (PRICE -
costos) x QUANTITY, y finalmente se seleccionó
el precio que maximiza dicha ganancia.
4.2.3.1 Regresión Poisson
Dado que la variable respuesta es discreta, una alternativa adecuada para modelar los datos es la Regresión Poisson. El modelo se expresa como:
\[g(\lambda) = X^t \beta + \epsilon, \ \ \epsilon \sim N(0, \sigma^2I)\]
- \(Y\) es el vector de cantidades vendidas que se distribuye \(Poisson(\lambda)\)
- \(g\) es la función de enlace del modelo que es, \(ln(\lambda)\)
- \(X\) es la matriz de diseño
- \(\beta\) es el vector de parámetros
- \(\epsilon\) es el vector de errores aleatorios
Entre sus ventajas se destaca la facilidad de interpretación del modelo y su adecuación a datos de conteo. Sin embargo, también presenta limitaciones, como el supuesto de que la media y la varianza son iguales (\(E(Y) = Var(Y)\)), lo cual no siempre se cumple en la práctica. En esos casos, su aplicación puede llevar a conclusiones incorrectas.
4.2.3.2 Gradient Boosting
Otra alternativa es el Gradient Boosting, un enfoque más flexible que no requiere supuestos tan estrictos como la Regresión Poisson. Este tipo de modelo permite capturar relaciones no lineales y patrones complejos en los datos, lo que le otorga mayor capacidad predictiva frente a modelos lineales generalizados.
4.2.4 Resultados
4.2.4.1 Regresión Poisson
Tras el entrenamiento del modelo con los datos disponibles, se lo aplicó para estimar el precio óptimo de cada producto en cada tienda. Los resultados obtenidos se muestran en la siguiente tabla.
Dado que el número total de combinaciones posibles entre productos y tiendas asciende a 128.100, y con el objetivo de facilitar la interpretación de los resultados, en este documento se presentan únicamente 1.000 combinaciones seleccionadas a modo ilustrativo.
| ID Tiendas | SKU | Categoría | Grupo | Cadena | Región | Precio (USD) |
|---|---|---|---|---|---|---|
| 000017 | ELEAUHO004 | Electronics | Audio | PrimeGoods | Midwest | 378.22 |
| 000017 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Midwest | 394.72 |
| 000042 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 387.18 |
| 000052 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 389.03 |
| 000053 | ELEAUHO002 | Electronics | Audio | MegaShop | Midwest | 379.18 |
| 000053 | ELEAUHO004 | Electronics | Audio | MegaShop | Midwest | 377.32 |
| 000056 | ELEAUHE005 | Electronics | Audio | QuickBuy | Southeast | 377.71 |
| 000073 | ELEAUHE005 | Electronics | Audio | AsterionHouse | Southeast | 381.39 |
| 000073 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Southeast | 394.15 |
| 000079 | ELEAUSP001 | Electronics | Audio | QuickBuy | Southeast | 377.64 |
| 000079 | ELECODE009 | Electronics | Computing | QuickBuy | Southeast | 380.30 |
| 000082 | ELEAUHO007 | Electronics | Audio | QuickBuy | West | 379.09 |
| 000082 | ELECODE009 | Electronics | Computing | QuickBuy | West | 377.79 |
| 000094 | ELECODE003 | Electronics | Computing | LuxeRetail | Southeast | 393.99 |
| 000132 | ELEAUHE003 | Electronics | Audio | MarketExpress | Midwest | 377.17 |
| 000132 | ELEAUHO007 | Electronics | Audio | MarketExpress | Midwest | 379.36 |
| 000132 | ELEAUSP005 | Electronics | Audio | MarketExpress | Midwest | 392.79 |
| 000151 | ELEAUSP005 | Electronics | Audio | MarketExpress | Northeast | 390.93 |
| S00002 | ELEAUHO002 | Electronics | Audio | MegaShop | Midwest | 379.24 |
| S00002 | ELECODE003 | Electronics | Computing | MegaShop | Midwest | 397.51 |
| S00002 | ELECOTA004 | Electronics | Computing | MegaShop | Midwest | 391.07 |
| S00005 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Southeast | 379.63 |
| S00005 | ELECOTA004 | Electronics | Computing | PrimeGoods | Southeast | 390.17 |
| S00007 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Southeast | 382.24 |
| S00007 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Southeast | 379.32 |
| S00009 | ELEAUSP005 | Electronics | Audio | MegaShop | Midwest | 391.14 |
| S00009 | ELECODE003 | Electronics | Computing | MegaShop | Midwest | 396.96 |
| S00009 | ELECOTA004 | Electronics | Computing | MegaShop | Midwest | 393.35 |
| S00009 | ELEMOSM012 | Electronics | Mobile | MegaShop | Midwest | 381.09 |
| S00010 | ELEAUHO002 | Electronics | Audio | AsterionHouse | Midwest | 377.21 |
| S00010 | ELEAUHO007 | Electronics | Audio | AsterionHouse | Midwest | 378.75 |
| S00010 | ELEMOSM012 | Electronics | Mobile | AsterionHouse | Midwest | 380.29 |
| S00011 | ELEAUHO002 | Electronics | Audio | FamilyStore | Midwest | 380.23 |
| S00011 | ELEAUSP005 | Electronics | Audio | FamilyStore | Midwest | 395.98 |
| S00011 | ELECOTA004 | Electronics | Computing | FamilyStore | Midwest | 387.92 |
| S00011 | ELEMOSM012 | Electronics | Mobile | FamilyStore | Midwest | 379.64 |
| S00012 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Southeast | 392.19 |
| S00013 | ELEAUHO002 | Electronics | Audio | MarketExpress | Southwest | 377.80 |
| S00013 | ELEAUSP005 | Electronics | Audio | MarketExpress | Southwest | 393.94 |
| S00013 | ELECOTA004 | Electronics | Computing | MarketExpress | Southwest | 387.01 |
| S00014 | ELECOTA004 | Electronics | Computing | FamilyStore | Northeast | 392.02 |
| S00015 | ELEAUHO002 | Electronics | Audio | MegaShop | Southwest | 378.79 |
| S00015 | ELECOTA004 | Electronics | Computing | MegaShop | Southwest | 392.62 |
| S00016 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Midwest | 384.35 |
| S00016 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Midwest | 387.67 |
| S00019 | ELEAUHE005 | Electronics | Audio | QuickBuy | Northeast | 381.95 |
| S00019 | ELEAUSP005 | Electronics | Audio | QuickBuy | Northeast | 392.75 |
| S00020 | ELECODE003 | Electronics | Computing | FamilyStore | Midwest | 381.94 |
| S00024 | ELEAUHO007 | Electronics | Audio | FamilyStore | Northeast | 378.92 |
| S00025 | ELEAUHE005 | Electronics | Audio | MarketExpress | Midwest | 381.64 |
| S00025 | ELEMOSM012 | Electronics | Mobile | MarketExpress | Midwest | 380.85 |
| S00027 | ELEMOSM012 | Electronics | Mobile | MegaShop | Midwest | 379.00 |
| S00028 | ELEAUHO007 | Electronics | Audio | EssentialsPlus | Midwest | 377.41 |
| S00030 | ELEAUHE005 | Electronics | Audio | FamilyStore | Northeast | 380.25 |
| S00030 | ELECODE003 | Electronics | Computing | FamilyStore | Northeast | 394.23 |
| S00030 | ELECODE009 | Electronics | Computing | FamilyStore | Northeast | 381.51 |
| S00030 | ELEMOSM012 | Electronics | Mobile | FamilyStore | Northeast | 383.71 |
| S00031 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southwest | 395.22 |
| S00033 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southwest | 381.71 |
| S00034 | ELEAUSP005 | Electronics | Audio | BudgetShop | West | 397.89 |
| S00035 | ELEAUHO002 | Electronics | Audio | BudgetShop | Southeast | 378.49 |
| S00036 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Midwest | 396.88 |
| S00036 | ELECODE003 | Electronics | Computing | EssentialsPlus | Midwest | 381.89 |
| S00036 | ELECODE009 | Electronics | Computing | EssentialsPlus | Midwest | 377.60 |
| S00036 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Midwest | 386.98 |
| S00037 | ELEAUHO002 | Electronics | Audio | AsterionHouse | Southeast | 377.72 |
| S00037 | ELECOTA004 | Electronics | Computing | AsterionHouse | Southeast | 386.08 |
| S00039 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southeast | 392.31 |
| S00040 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | West | 379.73 |
| S00040 | ELEAUHO007 | Electronics | Audio | EssentialsPlus | West | 381.74 |
| S00040 | ELECODE009 | Electronics | Computing | EssentialsPlus | West | 378.37 |
| S00043 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Southeast | 382.56 |
| S00043 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Southeast | 386.13 |
| S00044 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southwest | 392.65 |
| S00046 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southeast | 392.62 |
| S00046 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southeast | 396.16 |
| S00047 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Northeast | 397.04 |
| S00047 | ELECODE009 | Electronics | Computing | LuxeRetail | Northeast | 379.13 |
| S00047 | ELECOTA004 | Electronics | Computing | LuxeRetail | Northeast | 390.86 |
| S00047 | ELEMOSM012 | Electronics | Mobile | LuxeRetail | Northeast | 380.00 |
| S00048 | ELEAUHO002 | Electronics | Audio | PrimeGoods | Northeast | 379.44 |
| S00048 | ELEAUHO004 | Electronics | Audio | PrimeGoods | Northeast | 377.37 |
| S00048 | ELECOTA004 | Electronics | Computing | PrimeGoods | Northeast | 392.50 |
| S00048 | ELEMOSM012 | Electronics | Mobile | PrimeGoods | Northeast | 383.04 |
| S00054 | ELEAUHE005 | Electronics | Audio | LuxeRetail | West | 380.37 |
| S00054 | ELECODE003 | Electronics | Computing | LuxeRetail | West | 395.57 |
| S00054 | ELECODE009 | Electronics | Computing | LuxeRetail | West | 380.88 |
| S00054 | ELECOTA004 | Electronics | Computing | LuxeRetail | West | 390.84 |
| S00055 | ELEAUHO002 | Electronics | Audio | BudgetShop | Southwest | 377.44 |
| S00058 | ELEMOSM012 | Electronics | Mobile | PrimeGoods | Northeast | 383.00 |
| S00059 | ELEAUHE005 | Electronics | Audio | AsterionHouse | Northeast | 379.37 |
| S00059 | ELECODE003 | Electronics | Computing | AsterionHouse | Northeast | 391.09 |
| S00060 | ELEMOSM012 | Electronics | Mobile | QuickBuy | Southwest | 378.85 |
| S00061 | ELECODE003 | Electronics | Computing | LuxeRetail | Midwest | 397.89 |
| S00062 | ELEAUHO002 | Electronics | Audio | PrimeGoods | West | 379.72 |
| S00062 | ELEAUSP005 | Electronics | Audio | PrimeGoods | West | 385.84 |
| S00062 | ELECOTA004 | Electronics | Computing | PrimeGoods | West | 389.09 |
| S00063 | ELEAUHE003 | Electronics | Audio | PrimeGoods | Southeast | 377.58 |
| S00063 | ELECOTA004 | Electronics | Computing | PrimeGoods | Southeast | 389.95 |
| S00063 | ELEMOSM012 | Electronics | Mobile | PrimeGoods | Southeast | 379.72 |
| S00064 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Southwest | 379.76 |
| S00064 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southwest | 398.15 |
| S00064 | ELECODE003 | Electronics | Computing | LuxeRetail | Southwest | 398.33 |
| S00065 | ELEAUHO002 | Electronics | Audio | BudgetShop | Southeast | 379.42 |
| S00067 | ELEAUHO007 | Electronics | Audio | LuxeRetail | Southwest | 380.50 |
| S00067 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southwest | 398.27 |
| S00068 | ELEAUSP005 | Electronics | Audio | MarketExpress | West | 395.20 |
| S00069 | ELEAUHO002 | Electronics | Audio | MegaShop | Southeast | 379.80 |
| S00069 | ELECODE003 | Electronics | Computing | MegaShop | Southeast | 398.19 |
| S00069 | ELECOTA004 | Electronics | Computing | MegaShop | Southeast | 393.41 |
| S00070 | ELECODE003 | Electronics | Computing | LuxeRetail | Southeast | 396.23 |
| S00072 | ELEAUHO002 | Electronics | Audio | MarketExpress | West | 379.00 |
| S00072 | ELEMOSM012 | Electronics | Mobile | MarketExpress | West | 379.20 |
| S00074 | ELEAUSP005 | Electronics | Audio | QuickBuy | Northeast | 392.10 |
| S00074 | ELECOTA004 | Electronics | Computing | QuickBuy | Northeast | 386.37 |
| S00075 | ELEAUSP005 | Electronics | Audio | BudgetShop | Midwest | 391.09 |
| S00075 | ELEMOSM012 | Electronics | Mobile | BudgetShop | Midwest | 381.60 |
| S00076 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southeast | 389.80 |
| S00077 | ELECODE003 | Electronics | Computing | MegaShop | Northeast | 393.84 |
| S00077 | ELECOTA004 | Electronics | Computing | MegaShop | Northeast | 388.26 |
| S00080 | ELEAUHE005 | Electronics | Audio | AsterionHouse | Southeast | 381.44 |
| S00080 | ELECOTA004 | Electronics | Computing | AsterionHouse | Southeast | 386.87 |
| S00081 | ELECODE003 | Electronics | Computing | BudgetShop | Southeast | 395.25 |
| S00083 | ELEAUHE005 | Electronics | Audio | AsterionHouse | Southeast | 382.88 |
| S00083 | ELECODE003 | Electronics | Computing | AsterionHouse | Southeast | 396.17 |
| S00084 | ELEAUSP005 | Electronics | Audio | MegaShop | Northeast | 395.83 |
| S00084 | ELECODE003 | Electronics | Computing | MegaShop | Northeast | 397.63 |
| S00084 | ELECOTA004 | Electronics | Computing | MegaShop | Northeast | 392.50 |
| S00086 | ELECOTA004 | Electronics | Computing | MegaShop | Southeast | 389.84 |
| S00086 | ELEMOSM012 | Electronics | Mobile | MegaShop | Southeast | 379.87 |
| S00088 | ELECODE009 | Electronics | Computing | FamilyStore | Northeast | 379.33 |
| S00089 | ELEAUHO002 | Electronics | Audio | QuickBuy | Southwest | 378.45 |
| S00090 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Northeast | 381.25 |
| S00090 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Northeast | 393.24 |
| S00090 | ELEMOSM012 | Electronics | Mobile | PrimeGoods | Northeast | 378.77 |
| S00091 | ELECODE003 | Electronics | Computing | QuickBuy | Northeast | 386.00 |
| S00091 | ELECODE009 | Electronics | Computing | QuickBuy | Northeast | 380.15 |
| S00093 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Northeast | 396.66 |
| S00093 | ELECODE003 | Electronics | Computing | EssentialsPlus | Northeast | 396.04 |
| S00095 | ELEAUHO002 | Electronics | Audio | MarketExpress | Midwest | 379.78 |
| S00095 | ELECODE003 | Electronics | Computing | MarketExpress | Midwest | 396.37 |
| S00098 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southeast | 394.24 |
| S00100 | ELECODE003 | Electronics | Computing | MarketExpress | Northeast | 395.33 |
| S00101 | ELEAUSP005 | Electronics | Audio | BudgetShop | Northeast | 392.53 |
| S00102 | ELEAUSP005 | Electronics | Audio | MarketExpress | Northeast | 396.60 |
| S00102 | ELECOTA004 | Electronics | Computing | MarketExpress | Northeast | 390.46 |
| S00105 | ELECODE003 | Electronics | Computing | MegaShop | Southwest | 393.18 |
| S00106 | ELEAUHE005 | Electronics | Audio | MarketExpress | Midwest | 380.23 |
| S00107 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Midwest | 379.46 |
| S00107 | ELECODE009 | Electronics | Computing | EssentialsPlus | Midwest | 379.25 |
| S00107 | ELEMOSM012 | Electronics | Mobile | EssentialsPlus | Midwest | 378.50 |
| S00108 | ELEAUHO002 | Electronics | Audio | MegaShop | Northeast | 378.59 |
| S00108 | ELEAUHO004 | Electronics | Audio | MegaShop | Northeast | 377.98 |
| S00111 | ELEAUHE005 | Electronics | Audio | MegaShop | Southwest | 383.21 |
| S00111 | ELEAUHO007 | Electronics | Audio | MegaShop | Southwest | 380.63 |
| S00112 | ELEAUHO002 | Electronics | Audio | MegaShop | Southeast | 377.83 |
| S00112 | ELECOTA004 | Electronics | Computing | MegaShop | Southeast | 391.62 |
| S00113 | ELEAUSP005 | Electronics | Audio | BudgetShop | Northeast | 387.02 |
| S00113 | ELECODE003 | Electronics | Computing | BudgetShop | Northeast | 398.97 |
| S00113 | ELECOTA004 | Electronics | Computing | BudgetShop | Northeast | 388.74 |
| S00117 | ELEAUHO002 | Electronics | Audio | QuickBuy | Southeast | 377.25 |
| S00117 | ELEAUSP005 | Electronics | Audio | QuickBuy | Southeast | 396.73 |
| S00117 | ELECOTA004 | Electronics | Computing | QuickBuy | Southeast | 389.54 |
| S00120 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Midwest | 378.42 |
| S00120 | ELEMOSM012 | Electronics | Mobile | LuxeRetail | Midwest | 379.20 |
| S00121 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | West | 378.56 |
| S00121 | ELECODE003 | Electronics | Computing | EssentialsPlus | West | 395.55 |
| S00121 | ELEMOSM012 | Electronics | Mobile | EssentialsPlus | West | 378.40 |
| S00122 | ELECOTA004 | Electronics | Computing | BudgetShop | Southeast | 389.95 |
| S00124 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Northeast | 398.24 |
| S00125 | ELEMOSM012 | Electronics | Mobile | MegaShop | Southeast | 381.67 |
| S00127 | ELEAUHE003 | Electronics | Audio | EssentialsPlus | Southeast | 377.57 |
| S00127 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southeast | 391.66 |
| S00127 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 388.01 |
| S00128 | ELEMOSM012 | Electronics | Mobile | BudgetShop | Northeast | 380.52 |
| S00131 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Southeast | 379.94 |
| S00134 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Southeast | 379.14 |
| S00134 | ELEAUHO007 | Electronics | Audio | LuxeRetail | Southeast | 378.27 |
| S00134 | ELEMOSM012 | Electronics | Mobile | LuxeRetail | Southeast | 381.77 |
| S00135 | ELEMOSM012 | Electronics | Mobile | MegaShop | Northeast | 379.46 |
| S00137 | ELEAUHE005 | Electronics | Audio | MarketExpress | Southeast | 379.32 |
| S00137 | ELEMOSM012 | Electronics | Mobile | MarketExpress | Southeast | 377.70 |
| S00138 | ELEAUHO002 | Electronics | Audio | MarketExpress | Southeast | 378.46 |
| S00138 | ELEAUSP005 | Electronics | Audio | MarketExpress | Southeast | 393.71 |
| S00138 | ELECODE003 | Electronics | Computing | MarketExpress | Southeast | 394.39 |
| S00138 | ELEMOSM012 | Electronics | Mobile | MarketExpress | Southeast | 383.15 |
| S00139 | ELEAUHE005 | Electronics | Audio | MegaShop | Southeast | 378.74 |
| S00140 | ELECODE009 | Electronics | Computing | FamilyStore | Southeast | 379.56 |
| S00140 | ELECOTA004 | Electronics | Computing | FamilyStore | Southeast | 390.42 |
| S00140 | ELEMOSM012 | Electronics | Mobile | FamilyStore | Southeast | 383.70 |
| S00143 | ELEAUHE003 | Electronics | Audio | BudgetShop | Southwest | 377.12 |
| S00143 | ELEAUHO002 | Electronics | Audio | BudgetShop | Southwest | 377.95 |
| S00143 | ELECODE003 | Electronics | Computing | BudgetShop | Southwest | 397.50 |
| S00144 | ELEAUHE005 | Electronics | Audio | QuickBuy | West | 378.77 |
| S00144 | ELECODE003 | Electronics | Computing | QuickBuy | West | 397.72 |
| S00145 | ELEAUHO004 | Electronics | Audio | PrimeGoods | West | 377.90 |
| S00145 | ELEMOSM012 | Electronics | Mobile | PrimeGoods | West | 379.76 |
| S00146 | ELEAUHE005 | Electronics | Audio | BudgetShop | West | 381.26 |
| S00146 | ELECODE003 | Electronics | Computing | BudgetShop | West | 385.01 |
| S00146 | ELECOTA004 | Electronics | Computing | BudgetShop | West | 388.33 |
| S00148 | ELEAUHE005 | Electronics | Audio | BudgetShop | Midwest | 380.21 |
| S00153 | ELEAUHO002 | Electronics | Audio | MegaShop | Southwest | 379.99 |
| S00153 | ELECOTA004 | Electronics | Computing | MegaShop | Southwest | 392.50 |
| S00153 | ELEMOSM012 | Electronics | Mobile | MegaShop | Southwest | 379.39 |
| S00156 | ELEAUHO002 | Electronics | Audio | FamilyStore | Midwest | 378.10 |
| S00156 | ELEAUHO004 | Electronics | Audio | FamilyStore | Midwest | 377.83 |
| S00156 | ELEAUSP005 | Electronics | Audio | FamilyStore | Midwest | 393.17 |
| S00156 | ELECOTA004 | Electronics | Computing | FamilyStore | Midwest | 392.85 |
| STORE0003 | ELEAUHE005 | Electronics | Audio | MarketExpress | West | 383.11 |
| STORE0004 | ELECODE003 | Electronics | Computing | MegaShop | Southwest | 397.62 |
| STORE0004 | ELECODE009 | Electronics | Computing | MegaShop | Southwest | 378.70 |
| STORE0022 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southeast | 384.33 |
| STORE0022 | ELEMOSM012 | Electronics | Mobile | EssentialsPlus | Southeast | 378.30 |
| STORE0023 | ELEAUHE005 | Electronics | Audio | MarketExpress | West | 380.04 |
| STORE0023 | ELECODE003 | Electronics | Computing | MarketExpress | West | 397.95 |
| STORE0023 | ELECODE009 | Electronics | Computing | MarketExpress | West | 380.51 |
| STORE0049 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Southwest | 380.09 |
| STORE0049 | ELEMOSM012 | Electronics | Mobile | LuxeRetail | Southwest | 377.40 |
| STORE0050 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Northeast | 380.13 |
| STORE0050 | ELEMOSM012 | Electronics | Mobile | EssentialsPlus | Northeast | 381.98 |
| STORE0071 | ELEAUHO002 | Electronics | Audio | AsterionHouse | Northeast | 379.21 |
| STORE0071 | ELECOTA004 | Electronics | Computing | AsterionHouse | Northeast | 388.66 |
| STORE0078 | ELEAUHE005 | Electronics | Audio | MegaShop | Northeast | 380.46 |
| STORE0115 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Midwest | 379.00 |
| STORE0116 | ELEAUHE005 | Electronics | Audio | MarketExpress | West | 379.50 |
| STORE0116 | ELEAUHO002 | Electronics | Audio | MarketExpress | West | 379.22 |
| STORE0116 | ELECOTA004 | Electronics | Computing | MarketExpress | West | 387.62 |
| STORE0118 | ELEAUHO004 | Electronics | Audio | PrimeGoods | Southeast | 378.06 |
| STORE0118 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Southeast | 397.91 |
| STORE0118 | ELECOTA004 | Electronics | Computing | PrimeGoods | Southeast | 386.38 |
| STORE0118 | ELEMOSM012 | Electronics | Mobile | PrimeGoods | Southeast | 380.35 |
| STORE0123 | ELEAUHE005 | Electronics | Audio | LuxeRetail | West | 378.04 |
| STORE0123 | ELEAUSP005 | Electronics | Audio | LuxeRetail | West | 396.54 |
| STORE0123 | ELECODE003 | Electronics | Computing | LuxeRetail | West | 395.43 |
| STORE0123 | ELEMOSM012 | Electronics | Mobile | LuxeRetail | West | 380.03 |
| STORE0129 | ELEAUHE005 | Electronics | Audio | QuickBuy | Northeast | 380.18 |
| STORE0129 | ELECODE003 | Electronics | Computing | QuickBuy | Northeast | 393.87 |
| STORE0133 | ELEAUHE005 | Electronics | Audio | PrimeGoods | West | 381.92 |
| STORE0133 | ELEAUSP005 | Electronics | Audio | PrimeGoods | West | 387.12 |
| STORE0149 | ELECOTA004 | Electronics | Computing | QuickBuy | Southeast | 392.85 |
| 000006 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Southeast | 393.06 |
| 000006 | ELEMOSM012 | Electronics | Mobile | AsterionHouse | Southeast | 383.26 |
| 000008 | ELECODE003 | Electronics | Computing | LuxeRetail | Southeast | 400.00 |
| 000008 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southeast | 388.78 |
| 000042 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southeast | 392.76 |
| 000052 | ELEAUHO007 | Electronics | Audio | EssentialsPlus | Southeast | 378.58 |
| 000052 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southeast | 392.96 |
| 000053 | ELEAUSP005 | Electronics | Audio | MegaShop | Midwest | 390.13 |
| 000056 | ELEAUHO002 | Electronics | Audio | QuickBuy | Southeast | 378.21 |
| 000056 | ELEAUHO004 | Electronics | Audio | QuickBuy | Southeast | 377.97 |
| 000073 | ELECODE009 | Electronics | Computing | AsterionHouse | Southeast | 379.75 |
| 000079 | ELEAUSP005 | Electronics | Audio | QuickBuy | Southeast | 393.19 |
| 000079 | ELECOTA004 | Electronics | Computing | QuickBuy | Southeast | 388.01 |
| 000082 | ELEAUHE005 | Electronics | Audio | QuickBuy | West | 381.11 |
| 000082 | ELECOTA004 | Electronics | Computing | QuickBuy | West | 386.62 |
| 000094 | ELEAUHE003 | Electronics | Audio | LuxeRetail | Southeast | 377.25 |
| 000094 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Southeast | 381.74 |
| 000094 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southeast | 385.13 |
| 000109 | ELECODE003 | Electronics | Computing | EssentialsPlus | Northeast | 397.96 |
| 000132 | ELEAUHE005 | Electronics | Audio | MarketExpress | Midwest | 379.34 |
| S00001 | ELEAUHE005 | Electronics | Audio | PrimeGoods | West | 382.15 |
| S00001 | ELECODE003 | Electronics | Computing | PrimeGoods | West | 395.92 |
| S00001 | ELECOTA004 | Electronics | Computing | PrimeGoods | West | 391.28 |
| S00005 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Southeast | 382.44 |
| S00009 | ELEAUHE005 | Electronics | Audio | MegaShop | Midwest | 383.44 |
| S00010 | ELECOTA004 | Electronics | Computing | AsterionHouse | Midwest | 392.20 |
| S00011 | ELECODE009 | Electronics | Computing | FamilyStore | Midwest | 381.86 |
| S00012 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Southeast | 380.35 |
| S00012 | ELECOTA004 | Electronics | Computing | PrimeGoods | Southeast | 387.80 |
| S00013 | ELECODE003 | Electronics | Computing | MarketExpress | Southwest | 395.41 |
| S00013 | ELECODE009 | Electronics | Computing | MarketExpress | Southwest | 380.81 |
| S00018 | ELEAUHO007 | Electronics | Audio | AsterionHouse | West | 380.38 |
| S00018 | ELEMOSM012 | Electronics | Mobile | AsterionHouse | West | 380.68 |
| S00019 | ELECODE003 | Electronics | Computing | QuickBuy | Northeast | 395.14 |
| S00019 | ELECOTA004 | Electronics | Computing | QuickBuy | Northeast | 387.30 |
| S00024 | ELEAUHO002 | Electronics | Audio | FamilyStore | Northeast | 378.01 |
| S00024 | ELEAUSP005 | Electronics | Audio | FamilyStore | Northeast | 395.51 |
| S00025 | ELEAUHO002 | Electronics | Audio | MarketExpress | Midwest | 380.43 |
| S00025 | ELECOTA004 | Electronics | Computing | MarketExpress | Midwest | 387.95 |
| S00026 | ELEAUHO007 | Electronics | Audio | AsterionHouse | Midwest | 378.05 |
| S00026 | ELEMOSM012 | Electronics | Mobile | AsterionHouse | Midwest | 380.57 |
| S00028 | ELEAUSP001 | Electronics | Audio | EssentialsPlus | Midwest | 377.35 |
| S00028 | ELECODE003 | Electronics | Computing | EssentialsPlus | Midwest | 391.09 |
| S00028 | ELEMOSM012 | Electronics | Mobile | EssentialsPlus | Midwest | 382.01 |
| S00031 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southwest | 391.88 |
| S00031 | ELEMOSM012 | Electronics | Mobile | EssentialsPlus | Southwest | 378.86 |
| S00032 | ELECODE003 | Electronics | Computing | EssentialsPlus | Northeast | 395.14 |
| S00033 | ELEAUHO004 | Electronics | Audio | EssentialsPlus | Southwest | 377.69 |
| S00033 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southwest | 391.35 |
| S00033 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southwest | 388.40 |
| S00034 | ELECODE009 | Electronics | Computing | BudgetShop | West | 382.02 |
| S00034 | ELECOTA004 | Electronics | Computing | BudgetShop | West | 391.83 |
| S00035 | ELEAUSP005 | Electronics | Audio | BudgetShop | Southeast | 392.24 |
| S00037 | ELEAUHE005 | Electronics | Audio | AsterionHouse | Southeast | 382.21 |
| S00037 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Southeast | 386.50 |
| S00037 | ELEMOSM012 | Electronics | Mobile | AsterionHouse | Southeast | 378.63 |
| S00039 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southeast | 397.02 |
| S00039 | ELEMOSM012 | Electronics | Mobile | EssentialsPlus | Southeast | 381.78 |
| S00043 | ELEAUHO002 | Electronics | Audio | PrimeGoods | Southeast | 377.22 |
| S00043 | ELECODE009 | Electronics | Computing | PrimeGoods | Southeast | 378.51 |
| S00043 | ELECOTA004 | Electronics | Computing | PrimeGoods | Southeast | 388.79 |
| S00044 | ELEAUHE003 | Electronics | Audio | EssentialsPlus | Southwest | 377.12 |
| S00044 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Southwest | 378.44 |
| S00044 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southwest | 387.76 |
| S00044 | ELEMOSM012 | Electronics | Mobile | EssentialsPlus | Southwest | 383.65 |
| S00045 | ELEAUHE005 | Electronics | Audio | AsterionHouse | Northeast | 380.37 |
| S00045 | ELEAUHO004 | Electronics | Audio | AsterionHouse | Northeast | 377.52 |
| S00045 | ELECOTA004 | Electronics | Computing | AsterionHouse | Northeast | 386.12 |
| S00046 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southeast | 380.95 |
| S00047 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Northeast | 377.28 |
| S00055 | ELEAUHE005 | Electronics | Audio | BudgetShop | Southwest | 380.13 |
| S00055 | ELEAUSP005 | Electronics | Audio | BudgetShop | Southwest | 398.67 |
| S00055 | ELECODE003 | Electronics | Computing | BudgetShop | Southwest | 392.11 |
| S00055 | ELECOTA004 | Electronics | Computing | BudgetShop | Southwest | 391.78 |
| S00058 | ELEAUHO002 | Electronics | Audio | PrimeGoods | Northeast | 377.21 |
| S00059 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Northeast | 396.79 |
| S00059 | ELECOTA004 | Electronics | Computing | AsterionHouse | Northeast | 389.63 |
| S00061 | ELECOTA004 | Electronics | Computing | LuxeRetail | Midwest | 387.62 |
| S00061 | ELEMOSM012 | Electronics | Mobile | LuxeRetail | Midwest | 378.03 |
| S00062 | ELEAUSP001 | Electronics | Audio | PrimeGoods | West | 377.23 |
| S00062 | ELECODE003 | Electronics | Computing | PrimeGoods | West | 399.04 |
| S00062 | ELECODE009 | Electronics | Computing | PrimeGoods | West | 380.49 |
| S00063 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Southeast | 380.69 |
| S00063 | ELEAUHO002 | Electronics | Audio | PrimeGoods | Southeast | 379.03 |
| S00063 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Southeast | 391.35 |
| S00064 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Southwest | 383.61 |
| S00064 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southwest | 389.00 |
| S00065 | ELECODE003 | Electronics | Computing | BudgetShop | Southeast | 398.37 |
| S00065 | ELECODE009 | Electronics | Computing | BudgetShop | Southeast | 379.10 |
| S00065 | ELECOTA004 | Electronics | Computing | BudgetShop | Southeast | 392.42 |
| S00065 | ELEMOSM012 | Electronics | Mobile | BudgetShop | Southeast | 377.40 |
| S00066 | ELEAUSP005 | Electronics | Audio | MarketExpress | Northeast | 392.18 |
| S00066 | ELECODE003 | Electronics | Computing | MarketExpress | Northeast | 396.34 |
| S00067 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Southwest | 381.78 |
| S00068 | ELEAUHE005 | Electronics | Audio | MarketExpress | West | 379.53 |
| S00068 | ELEAUHO002 | Electronics | Audio | MarketExpress | West | 379.64 |
| S00070 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Southeast | 381.31 |
| S00070 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southeast | 397.35 |
| S00070 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southeast | 389.06 |
| S00072 | ELEAUHE005 | Electronics | Audio | MarketExpress | West | 381.61 |
| S00074 | ELEAUHO007 | Electronics | Audio | QuickBuy | Northeast | 379.73 |
| S00074 | ELECODE003 | Electronics | Computing | QuickBuy | Northeast | 396.92 |
| S00075 | ELEAUHO002 | Electronics | Audio | BudgetShop | Midwest | 377.90 |
| S00076 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southeast | 383.76 |
| S00076 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southeast | 394.85 |
| S00077 | ELEAUHO007 | Electronics | Audio | MegaShop | Northeast | 378.43 |
| S00077 | ELECODE009 | Electronics | Computing | MegaShop | Northeast | 378.91 |
| S00077 | ELEMOSM012 | Electronics | Mobile | MegaShop | Northeast | 381.53 |
| S00080 | ELEAUHO007 | Electronics | Audio | AsterionHouse | Southeast | 380.56 |
| S00080 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Southeast | 395.79 |
| S00080 | ELECODE003 | Electronics | Computing | AsterionHouse | Southeast | 396.58 |
| S00080 | ELECODE009 | Electronics | Computing | AsterionHouse | Southeast | 381.36 |
| S00081 | ELEAUHE005 | Electronics | Audio | BudgetShop | Southeast | 383.12 |
| S00081 | ELEAUHO002 | Electronics | Audio | BudgetShop | Southeast | 378.85 |
| S00083 | ELEAUHO002 | Electronics | Audio | AsterionHouse | Southeast | 380.01 |
| S00084 | ELEAUHE005 | Electronics | Audio | MegaShop | Northeast | 379.85 |
| S00084 | ELEAUHO002 | Electronics | Audio | MegaShop | Northeast | 379.09 |
| S00084 | ELEAUHO004 | Electronics | Audio | MegaShop | Northeast | 378.89 |
| S00085 | ELEAUHO002 | Electronics | Audio | PrimeGoods | Southeast | 377.68 |
| S00085 | ELEAUHO007 | Electronics | Audio | PrimeGoods | Southeast | 379.48 |
| S00085 | ELECODE003 | Electronics | Computing | PrimeGoods | Southeast | 397.82 |
| S00087 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Southwest | 381.81 |
| S00087 | ELEAUHO002 | Electronics | Audio | PrimeGoods | Southwest | 379.34 |
| S00087 | ELECODE003 | Electronics | Computing | PrimeGoods | Southwest | 397.46 |
| S00087 | ELECODE009 | Electronics | Computing | PrimeGoods | Southwest | 380.28 |
| S00089 | ELEAUSP005 | Electronics | Audio | QuickBuy | Southwest | 392.05 |
| S00089 | ELECODE003 | Electronics | Computing | QuickBuy | Southwest | 388.33 |
| S00089 | ELECOTA004 | Electronics | Computing | QuickBuy | Southwest | 389.89 |
| S00090 | ELECODE003 | Electronics | Computing | PrimeGoods | Northeast | 387.98 |
| S00091 | ELEAUHE005 | Electronics | Audio | QuickBuy | Northeast | 383.92 |
| S00091 | ELEAUHO002 | Electronics | Audio | QuickBuy | Northeast | 377.39 |
| S00091 | ELEAUHO007 | Electronics | Audio | QuickBuy | Northeast | 379.13 |
| S00091 | ELEAUSP005 | Electronics | Audio | QuickBuy | Northeast | 395.31 |
| S00093 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Northeast | 387.64 |
| S00095 | ELEAUHO007 | Electronics | Audio | MarketExpress | Midwest | 378.06 |
| S00095 | ELECOTA004 | Electronics | Computing | MarketExpress | Midwest | 385.17 |
| S00097 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Southeast | 381.60 |
| S00097 | ELEAUHO002 | Electronics | Audio | PrimeGoods | Southeast | 379.22 |
| S00097 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Southeast | 392.69 |
| S00098 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southeast | 382.71 |
| S00098 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 391.94 |
| S00099 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Northeast | 393.26 |
| S00100 | ELEAUSP005 | Electronics | Audio | MarketExpress | Northeast | 392.25 |
| S00101 | ELEAUHE005 | Electronics | Audio | BudgetShop | Northeast | 382.23 |
| S00101 | ELEAUHO007 | Electronics | Audio | BudgetShop | Northeast | 377.35 |
| S00101 | ELECOTA004 | Electronics | Computing | BudgetShop | Northeast | 386.16 |
| S00102 | ELEAUHO002 | Electronics | Audio | MarketExpress | Northeast | 377.10 |
| S00105 | ELEMOSM012 | Electronics | Mobile | MegaShop | Southwest | 378.92 |
| S00106 | ELECOTA004 | Electronics | Computing | MarketExpress | Midwest | 388.84 |
| S00106 | ELEMOSM012 | Electronics | Mobile | MarketExpress | Midwest | 378.61 |
| S00107 | ELEAUHE003 | Electronics | Audio | EssentialsPlus | Midwest | 377.26 |
| S00107 | ELEAUHO007 | Electronics | Audio | EssentialsPlus | Midwest | 378.09 |
| S00107 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Midwest | 388.58 |
| S00108 | ELEAUSP001 | Electronics | Audio | MegaShop | Northeast | 377.45 |
| S00108 | ELEMOSM012 | Electronics | Mobile | MegaShop | Northeast | 379.10 |
| S00110 | ELECODE009 | Electronics | Computing | EssentialsPlus | Midwest | 381.14 |
| S00111 | ELECODE003 | Electronics | Computing | MegaShop | Southwest | 397.94 |
| S00112 | ELEAUSP005 | Electronics | Audio | MegaShop | Southeast | 396.21 |
| S00112 | ELECODE003 | Electronics | Computing | MegaShop | Southeast | 399.60 |
| S00112 | ELEMOSM012 | Electronics | Mobile | MegaShop | Southeast | 382.04 |
| S00114 | ELEAUSP005 | Electronics | Audio | BudgetShop | West | 393.56 |
| S00117 | ELECODE009 | Electronics | Computing | QuickBuy | Southeast | 378.04 |
| S00120 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Midwest | 396.45 |
| S00120 | ELECODE003 | Electronics | Computing | LuxeRetail | Midwest | 397.12 |
| S00121 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | West | 392.10 |
| S00122 | ELEAUHE005 | Electronics | Audio | BudgetShop | Southeast | 378.16 |
| S00122 | ELECODE003 | Electronics | Computing | BudgetShop | Southeast | 396.33 |
| S00122 | ELEMOSM012 | Electronics | Mobile | BudgetShop | Southeast | 379.25 |
| S00124 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Northeast | 379.75 |
| S00124 | ELECOTA004 | Electronics | Computing | PrimeGoods | Northeast | 387.25 |
| S00125 | ELEAUHO002 | Electronics | Audio | MegaShop | Southeast | 378.86 |
| S00125 | ELEAUHO004 | Electronics | Audio | MegaShop | Southeast | 378.15 |
| S00125 | ELEAUHO007 | Electronics | Audio | MegaShop | Southeast | 379.42 |
| S00125 | ELECODE003 | Electronics | Computing | MegaShop | Southeast | 396.88 |
| S00125 | ELECODE009 | Electronics | Computing | MegaShop | Southeast | 377.68 |
| S00127 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southeast | 381.70 |
| S00127 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southeast | 394.26 |
| S00127 | ELEMOSM012 | Electronics | Mobile | EssentialsPlus | Southeast | 381.37 |
| S00128 | ELECODE003 | Electronics | Computing | BudgetShop | Northeast | 397.59 |
| S00130 | ELECODE003 | Electronics | Computing | PrimeGoods | West | 390.15 |
| S00130 | ELECOTA004 | Electronics | Computing | PrimeGoods | West | 389.77 |
| S00134 | ELECODE003 | Electronics | Computing | LuxeRetail | Southeast | 393.33 |
| S00136 | ELEAUHO002 | Electronics | Audio | MarketExpress | West | 378.41 |
| S00136 | ELECODE003 | Electronics | Computing | MarketExpress | West | 396.97 |
| S00136 | ELECOTA004 | Electronics | Computing | MarketExpress | West | 387.86 |
| S00137 | ELEAUSP005 | Electronics | Audio | MarketExpress | Southeast | 391.88 |
| S00138 | ELEAUHE005 | Electronics | Audio | MarketExpress | Southeast | 383.25 |
| S00138 | ELEAUHO004 | Electronics | Audio | MarketExpress | Southeast | 377.62 |
| S00138 | ELECOTA004 | Electronics | Computing | MarketExpress | Southeast | 391.53 |
| S00139 | ELEAUHO002 | Electronics | Audio | MegaShop | Southeast | 378.29 |
| S00140 | ELEAUHO002 | Electronics | Audio | FamilyStore | Southeast | 377.69 |
| S00140 | ELEAUSP005 | Electronics | Audio | FamilyStore | Southeast | 397.26 |
| S00141 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Southeast | 382.22 |
| S00141 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southeast | 389.19 |
| S00141 | ELEMOSM012 | Electronics | Mobile | LuxeRetail | Southeast | 378.66 |
| S00142 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Southeast | 378.40 |
| S00142 | ELECODE003 | Electronics | Computing | PrimeGoods | Southeast | 396.78 |
| S00142 | ELECOTA004 | Electronics | Computing | PrimeGoods | Southeast | 390.08 |
| S00144 | ELECOTA004 | Electronics | Computing | QuickBuy | West | 386.77 |
| S00144 | ELEMOSM012 | Electronics | Mobile | QuickBuy | West | 379.97 |
| S00146 | ELEAUSP005 | Electronics | Audio | BudgetShop | West | 386.25 |
| S00147 | ELECOTA004 | Electronics | Computing | BudgetShop | Southeast | 387.88 |
| S00148 | ELECOTA004 | Electronics | Computing | BudgetShop | Midwest | 389.60 |
| S00152 | ELEAUHE005 | Electronics | Audio | MegaShop | Northeast | 377.44 |
| S00152 | ELEAUSP005 | Electronics | Audio | MegaShop | Northeast | 395.73 |
| S00152 | ELECODE003 | Electronics | Computing | MegaShop | Northeast | 387.09 |
| S00152 | ELECOTA004 | Electronics | Computing | MegaShop | Northeast | 390.48 |
| S00153 | ELEAUHE005 | Electronics | Audio | MegaShop | Southwest | 382.37 |
| S00153 | ELEAUHO007 | Electronics | Audio | MegaShop | Southwest | 379.85 |
| S00153 | ELEAUSP005 | Electronics | Audio | MegaShop | Southwest | 397.74 |
| S00153 | ELECODE009 | Electronics | Computing | MegaShop | Southwest | 377.65 |
| S00154 | ELEAUHE005 | Electronics | Audio | BudgetShop | Northeast | 378.24 |
| S00154 | ELEAUHO007 | Electronics | Audio | BudgetShop | Northeast | 379.82 |
| S00155 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southeast | 384.52 |
| S00155 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southeast | 390.12 |
| S00156 | ELEAUHO007 | Electronics | Audio | FamilyStore | Midwest | 378.99 |
| S00156 | ELECODE003 | Electronics | Computing | FamilyStore | Midwest | 390.33 |
| S00157 | ELECODE003 | Electronics | Computing | PrimeGoods | Northeast | 397.19 |
| S00157 | ELECOTA004 | Electronics | Computing | PrimeGoods | Northeast | 387.08 |
| STORE0003 | ELEAUHO007 | Electronics | Audio | MarketExpress | West | 380.87 |
| STORE0003 | ELEAUSP005 | Electronics | Audio | MarketExpress | West | 393.47 |
| STORE0004 | ELECOTA004 | Electronics | Computing | MegaShop | Southwest | 389.36 |
| STORE0022 | ELEAUHO007 | Electronics | Audio | EssentialsPlus | Southeast | 380.38 |
| STORE0022 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 389.41 |
| STORE0023 | ELEAUHO002 | Electronics | Audio | MarketExpress | West | 377.30 |
| STORE0023 | ELEAUHO004 | Electronics | Audio | MarketExpress | West | 379.04 |
| STORE0049 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southwest | 396.83 |
| STORE0049 | ELECODE009 | Electronics | Computing | LuxeRetail | Southwest | 377.45 |
| STORE0092 | ELEAUHE005 | Electronics | Audio | MegaShop | Northeast | 378.02 |
| STORE0092 | ELEAUSP005 | Electronics | Audio | MegaShop | Northeast | 391.23 |
| STORE0092 | ELECODE003 | Electronics | Computing | MegaShop | Northeast | 396.99 |
| STORE0092 | ELECODE009 | Electronics | Computing | MegaShop | Northeast | 377.68 |
| STORE0092 | ELECOTA004 | Electronics | Computing | MegaShop | Northeast | 392.25 |
| STORE0115 | ELECODE003 | Electronics | Computing | EssentialsPlus | Midwest | 396.50 |
| STORE0116 | ELECODE003 | Electronics | Computing | MarketExpress | West | 393.10 |
| STORE0123 | ELECOTA004 | Electronics | Computing | LuxeRetail | West | 386.24 |
| STORE0129 | ELEAUHO007 | Electronics | Audio | QuickBuy | Northeast | 380.05 |
| STORE0129 | ELECOTA004 | Electronics | Computing | QuickBuy | Northeast | 386.46 |
| STORE0149 | ELEAUHO007 | Electronics | Audio | QuickBuy | Southeast | 378.59 |
| 000006 | ELEAUHE005 | Electronics | Audio | AsterionHouse | Southeast | 381.15 |
| 000006 | ELEAUHO007 | Electronics | Audio | AsterionHouse | Southeast | 378.53 |
| 000006 | ELECODE003 | Electronics | Computing | AsterionHouse | Southeast | 399.32 |
| 000008 | ELEAUHO004 | Electronics | Audio | LuxeRetail | Southeast | 378.44 |
| 000017 | ELECODE009 | Electronics | Computing | PrimeGoods | Midwest | 378.06 |
| 000042 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southeast | 384.77 |
| 000042 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Southeast | 379.95 |
| 000042 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southeast | 396.43 |
| 000052 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southeast | 378.09 |
| 000053 | ELEAUHE005 | Electronics | Audio | MegaShop | Midwest | 380.41 |
| 000053 | ELECODE003 | Electronics | Computing | MegaShop | Midwest | 395.56 |
| 000056 | ELECODE009 | Electronics | Computing | QuickBuy | Southeast | 380.43 |
| 000073 | ELECOTA004 | Electronics | Computing | AsterionHouse | Southeast | 386.21 |
| 000079 | ELEAUHE005 | Electronics | Audio | QuickBuy | Southeast | 382.04 |
| 000079 | ELEAUHO007 | Electronics | Audio | QuickBuy | Southeast | 381.03 |
| 000079 | ELECODE003 | Electronics | Computing | QuickBuy | Southeast | 387.97 |
| 000079 | ELEMOSM012 | Electronics | Mobile | QuickBuy | Southeast | 383.32 |
| 000082 | ELEAUSP005 | Electronics | Audio | QuickBuy | West | 393.50 |
| 000082 | ELECODE003 | Electronics | Computing | QuickBuy | West | 392.40 |
| 000094 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southeast | 387.12 |
| 000094 | ELEMOSM012 | Electronics | Mobile | LuxeRetail | Southeast | 378.73 |
| 000109 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Northeast | 380.04 |
| 000109 | ELECODE009 | Electronics | Computing | EssentialsPlus | Northeast | 377.41 |
| 000109 | ELEMOSM012 | Electronics | Mobile | EssentialsPlus | Northeast | 379.71 |
| 000132 | ELECODE009 | Electronics | Computing | MarketExpress | Midwest | 377.60 |
| 000132 | ELECOTA004 | Electronics | Computing | MarketExpress | Midwest | 391.91 |
| 000151 | ELEAUHO002 | Electronics | Audio | MarketExpress | Northeast | 377.50 |
| 000151 | ELECODE003 | Electronics | Computing | MarketExpress | Northeast | 380.52 |
| S00002 | ELEAUHE005 | Electronics | Audio | MegaShop | Midwest | 382.83 |
| S00005 | ELECODE003 | Electronics | Computing | PrimeGoods | Southeast | 394.82 |
| S00007 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southeast | 395.61 |
| S00007 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southeast | 389.58 |
| S00009 | ELECODE009 | Electronics | Computing | MegaShop | Midwest | 377.66 |
| S00010 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Midwest | 382.72 |
| S00010 | ELECODE003 | Electronics | Computing | AsterionHouse | Midwest | 394.08 |
| S00011 | ELEAUHE005 | Electronics | Audio | FamilyStore | Midwest | 382.85 |
| S00011 | ELECODE003 | Electronics | Computing | FamilyStore | Midwest | 397.40 |
| S00012 | ELEAUHO002 | Electronics | Audio | PrimeGoods | Southeast | 377.35 |
| S00012 | ELEAUHO007 | Electronics | Audio | PrimeGoods | Southeast | 380.57 |
| S00012 | ELECODE003 | Electronics | Computing | PrimeGoods | Southeast | 393.10 |
| S00014 | ELEAUHE005 | Electronics | Audio | FamilyStore | Northeast | 384.52 |
| S00014 | ELEAUHO007 | Electronics | Audio | FamilyStore | Northeast | 379.12 |
| S00015 | ELEAUSP005 | Electronics | Audio | MegaShop | Southwest | 397.16 |
| S00016 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Midwest | 392.32 |
| S00016 | ELECODE009 | Electronics | Computing | EssentialsPlus | Midwest | 379.65 |
| S00018 | ELEAUHE005 | Electronics | Audio | AsterionHouse | West | 382.15 |
| S00018 | ELECODE003 | Electronics | Computing | AsterionHouse | West | 398.61 |
| S00018 | ELECOTA004 | Electronics | Computing | AsterionHouse | West | 390.75 |
| S00020 | ELEAUHO002 | Electronics | Audio | FamilyStore | Midwest | 380.02 |
| S00020 | ELEAUSP005 | Electronics | Audio | FamilyStore | Midwest | 396.89 |
| S00024 | ELEAUHE005 | Electronics | Audio | FamilyStore | Northeast | 380.05 |
| S00024 | ELECODE003 | Electronics | Computing | FamilyStore | Northeast | 392.22 |
| S00025 | ELEAUHO004 | Electronics | Audio | MarketExpress | Midwest | 377.83 |
| S00025 | ELECODE009 | Electronics | Computing | MarketExpress | Midwest | 378.28 |
| S00026 | ELEAUHE005 | Electronics | Audio | AsterionHouse | Midwest | 383.11 |
| S00026 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Midwest | 396.99 |
| S00026 | ELECODE003 | Electronics | Computing | AsterionHouse | Midwest | 396.99 |
| S00027 | ELEAUHE005 | Electronics | Audio | MegaShop | Midwest | 384.79 |
| S00027 | ELEAUSP005 | Electronics | Audio | MegaShop | Midwest | 395.19 |
| S00027 | ELECODE003 | Electronics | Computing | MegaShop | Midwest | 394.44 |
| S00028 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Midwest | 394.22 |
| S00028 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Midwest | 389.57 |
| S00031 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Southwest | 380.83 |
| S00031 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southwest | 396.89 |
| S00032 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Northeast | 393.25 |
| S00032 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Northeast | 388.31 |
| S00033 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Southwest | 380.38 |
| S00033 | ELEAUHO007 | Electronics | Audio | EssentialsPlus | Southwest | 377.48 |
| S00033 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southwest | 395.01 |
| S00034 | ELEAUHE005 | Electronics | Audio | BudgetShop | West | 381.28 |
| S00034 | ELECODE003 | Electronics | Computing | BudgetShop | West | 396.39 |
| S00035 | ELEAUHE005 | Electronics | Audio | BudgetShop | Southeast | 379.63 |
| S00035 | ELECODE003 | Electronics | Computing | BudgetShop | Southeast | 397.15 |
| S00035 | ELECOTA004 | Electronics | Computing | BudgetShop | Southeast | 389.95 |
| S00036 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Midwest | 380.05 |
| S00037 | ELECODE003 | Electronics | Computing | AsterionHouse | Southeast | 397.17 |
| S00038 | ELEAUSP005 | Electronics | Audio | AsterionHouse | West | 382.93 |
| S00038 | ELECOTA004 | Electronics | Computing | AsterionHouse | West | 391.43 |
| S00039 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Southeast | 377.99 |
| S00039 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 387.05 |
| S00040 | ELECODE003 | Electronics | Computing | EssentialsPlus | West | 393.79 |
| S00040 | ELEMOSM012 | Electronics | Mobile | EssentialsPlus | West | 377.23 |
| S00041 | ELEAUHE005 | Electronics | Audio | AsterionHouse | Southwest | 380.55 |
| S00041 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Southwest | 393.31 |
| S00041 | ELECODE003 | Electronics | Computing | AsterionHouse | Southwest | 393.20 |
| S00041 | ELECODE009 | Electronics | Computing | AsterionHouse | Southwest | 378.19 |
| S00041 | ELEMOSM012 | Electronics | Mobile | AsterionHouse | Southwest | 379.34 |
| S00043 | ELEAUHO007 | Electronics | Audio | PrimeGoods | Southeast | 379.95 |
| S00044 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southwest | 383.26 |
| S00045 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Northeast | 397.44 |
| S00047 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Northeast | 379.95 |
| S00047 | ELEAUHO004 | Electronics | Audio | LuxeRetail | Northeast | 377.92 |
| S00048 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Northeast | 378.76 |
| S00054 | ELEAUHO002 | Electronics | Audio | LuxeRetail | West | 380.10 |
| S00057 | ELEAUHE005 | Electronics | Audio | MarketExpress | West | 378.21 |
| S00057 | ELEAUHO002 | Electronics | Audio | MarketExpress | West | 377.57 |
| S00057 | ELEAUSP005 | Electronics | Audio | MarketExpress | West | 394.53 |
| S00057 | ELECODE003 | Electronics | Computing | MarketExpress | West | 393.90 |
| S00058 | ELECODE009 | Electronics | Computing | PrimeGoods | Northeast | 379.55 |
| S00059 | ELEAUHO002 | Electronics | Audio | AsterionHouse | Northeast | 377.79 |
| S00059 | ELEAUHO004 | Electronics | Audio | AsterionHouse | Northeast | 377.95 |
| S00059 | ELEMOSM012 | Electronics | Mobile | AsterionHouse | Northeast | 377.98 |
| S00060 | ELEAUHE005 | Electronics | Audio | QuickBuy | Southwest | 379.44 |
| S00060 | ELEAUHO002 | Electronics | Audio | QuickBuy | Southwest | 379.23 |
| S00060 | ELECODE003 | Electronics | Computing | QuickBuy | Southwest | 398.00 |
| S00060 | ELECOTA004 | Electronics | Computing | QuickBuy | Southwest | 393.50 |
| S00061 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Midwest | 383.18 |
| S00061 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Midwest | 397.74 |
| S00062 | ELEAUHE005 | Electronics | Audio | PrimeGoods | West | 382.62 |
| S00064 | ELECODE009 | Electronics | Computing | LuxeRetail | Southwest | 382.05 |
| S00065 | ELEAUHE005 | Electronics | Audio | BudgetShop | Southeast | 379.67 |
| S00065 | ELEAUSP005 | Electronics | Audio | BudgetShop | Southeast | 392.89 |
| S00066 | ELEAUHE005 | Electronics | Audio | MarketExpress | Northeast | 380.55 |
| S00066 | ELEMOSM012 | Electronics | Mobile | MarketExpress | Northeast | 381.19 |
| S00067 | ELECODE003 | Electronics | Computing | LuxeRetail | Southwest | 393.56 |
| S00068 | ELECODE003 | Electronics | Computing | MarketExpress | West | 398.29 |
| S00068 | ELECOTA004 | Electronics | Computing | MarketExpress | West | 388.98 |
| S00070 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Southeast | 379.66 |
| S00072 | ELEAUSP005 | Electronics | Audio | MarketExpress | West | 392.75 |
| S00072 | ELECODE003 | Electronics | Computing | MarketExpress | West | 396.80 |
| S00072 | ELECODE009 | Electronics | Computing | MarketExpress | West | 379.55 |
| S00075 | ELEAUHE003 | Electronics | Audio | BudgetShop | Midwest | 377.78 |
| S00076 | ELEAUHO004 | Electronics | Audio | EssentialsPlus | Southeast | 378.60 |
| S00076 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 390.81 |
| S00076 | ELEMOSM012 | Electronics | Mobile | EssentialsPlus | Southeast | 383.36 |
| S00077 | ELEAUHO002 | Electronics | Audio | MegaShop | Northeast | 377.41 |
| S00080 | ELEMOSM012 | Electronics | Mobile | AsterionHouse | Southeast | 379.39 |
| S00081 | ELEAUHO004 | Electronics | Audio | BudgetShop | Southeast | 377.76 |
| S00081 | ELEMOSM012 | Electronics | Mobile | BudgetShop | Southeast | 377.80 |
| S00083 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Southeast | 392.98 |
| S00084 | ELECODE009 | Electronics | Computing | MegaShop | Northeast | 377.78 |
| S00085 | ELEAUHE003 | Electronics | Audio | PrimeGoods | Southeast | 377.24 |
| S00085 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Southeast | 388.71 |
| S00085 | ELECODE009 | Electronics | Computing | PrimeGoods | Southeast | 379.80 |
| S00086 | ELEAUHE005 | Electronics | Audio | MegaShop | Southeast | 379.31 |
| S00086 | ELEAUSP005 | Electronics | Audio | MegaShop | Southeast | 395.44 |
| S00086 | ELECODE003 | Electronics | Computing | MegaShop | Southeast | 386.48 |
| S00087 | ELECOTA004 | Electronics | Computing | PrimeGoods | Southwest | 388.10 |
| S00087 | ELEMOSM012 | Electronics | Mobile | PrimeGoods | Southwest | 378.32 |
| S00088 | ELEAUSP005 | Electronics | Audio | FamilyStore | Northeast | 392.75 |
| S00088 | ELECODE003 | Electronics | Computing | FamilyStore | Northeast | 381.24 |
| S00089 | ELEAUHE005 | Electronics | Audio | QuickBuy | Southwest | 381.53 |
| S00090 | ELECOTA004 | Electronics | Computing | PrimeGoods | Northeast | 391.37 |
| S00091 | ELECOTA004 | Electronics | Computing | QuickBuy | Northeast | 392.52 |
| S00091 | ELEMOSM012 | Electronics | Mobile | QuickBuy | Northeast | 378.82 |
| S00093 | ELEAUHO007 | Electronics | Audio | EssentialsPlus | Northeast | 377.36 |
| S00097 | ELECODE009 | Electronics | Computing | PrimeGoods | Southeast | 378.88 |
| S00097 | ELECOTA004 | Electronics | Computing | PrimeGoods | Southeast | 390.91 |
| S00097 | ELEMOSM012 | Electronics | Mobile | PrimeGoods | Southeast | 380.32 |
| S00099 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Northeast | 379.05 |
| S00099 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Northeast | 379.50 |
| S00099 | ELECODE003 | Electronics | Computing | LuxeRetail | Northeast | 386.63 |
| S00099 | ELECODE009 | Electronics | Computing | LuxeRetail | Northeast | 377.86 |
| S00100 | ELEAUHE005 | Electronics | Audio | MarketExpress | Northeast | 378.83 |
| S00101 | ELEAUHO002 | Electronics | Audio | BudgetShop | Northeast | 377.81 |
| S00102 | ELEAUHO007 | Electronics | Audio | MarketExpress | Northeast | 380.52 |
| S00102 | ELEAUSP001 | Electronics | Audio | MarketExpress | Northeast | 377.14 |
| S00102 | ELECODE009 | Electronics | Computing | MarketExpress | Northeast | 381.91 |
| S00103 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southeast | 382.20 |
| S00103 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southeast | 398.69 |
| S00105 | ELEAUHE005 | Electronics | Audio | MegaShop | Southwest | 377.62 |
| S00105 | ELEAUSP005 | Electronics | Audio | MegaShop | Southwest | 393.72 |
| S00105 | ELECOTA004 | Electronics | Computing | MegaShop | Southwest | 388.21 |
| S00106 | ELEAUHO002 | Electronics | Audio | MarketExpress | Midwest | 377.54 |
| S00106 | ELEAUSP005 | Electronics | Audio | MarketExpress | Midwest | 396.50 |
| S00106 | ELECODE003 | Electronics | Computing | MarketExpress | Midwest | 395.53 |
| S00107 | ELEAUHO004 | Electronics | Audio | EssentialsPlus | Midwest | 377.82 |
| S00107 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Midwest | 393.29 |
| S00108 | ELEAUSP005 | Electronics | Audio | MegaShop | Northeast | 388.98 |
| S00108 | ELECODE003 | Electronics | Computing | MegaShop | Northeast | 398.55 |
| S00108 | ELECOTA004 | Electronics | Computing | MegaShop | Northeast | 388.03 |
| S00110 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Midwest | 392.89 |
| S00110 | ELECODE003 | Electronics | Computing | EssentialsPlus | Midwest | 397.52 |
| S00110 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Midwest | 391.08 |
| S00111 | ELECOTA004 | Electronics | Computing | MegaShop | Southwest | 387.17 |
| S00112 | ELEAUHE005 | Electronics | Audio | MegaShop | Southeast | 382.74 |
| S00113 | ELEAUHE005 | Electronics | Audio | BudgetShop | Northeast | 381.98 |
| S00113 | ELEAUSP001 | Electronics | Audio | BudgetShop | Northeast | 377.27 |
| S00113 | ELEMOSM012 | Electronics | Mobile | BudgetShop | Northeast | 383.65 |
| S00114 | ELEAUHE005 | Electronics | Audio | BudgetShop | West | 378.13 |
| S00114 | ELEAUHO002 | Electronics | Audio | BudgetShop | West | 378.47 |
| S00114 | ELEMOSM012 | Electronics | Mobile | BudgetShop | West | 381.00 |
| S00117 | ELEAUHE005 | Electronics | Audio | QuickBuy | Southeast | 384.52 |
| S00120 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Midwest | 382.55 |
| S00120 | ELEAUHO007 | Electronics | Audio | LuxeRetail | Midwest | 379.79 |
| S00120 | ELECOTA004 | Electronics | Computing | LuxeRetail | Midwest | 392.67 |
| S00121 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | West | 382.04 |
| S00121 | ELECODE009 | Electronics | Computing | EssentialsPlus | West | 381.49 |
| S00124 | ELEAUHO002 | Electronics | Audio | PrimeGoods | Northeast | 379.64 |
| S00124 | ELEMOSM012 | Electronics | Mobile | PrimeGoods | Northeast | 379.99 |
| S00125 | ELEAUSP005 | Electronics | Audio | MegaShop | Southeast | 383.78 |
| S00127 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Southeast | 379.09 |
| S00128 | ELEAUHE005 | Electronics | Audio | BudgetShop | Northeast | 379.22 |
| S00130 | ELEAUHE005 | Electronics | Audio | PrimeGoods | West | 378.39 |
| S00131 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Southeast | 379.66 |
| S00131 | ELEAUHO004 | Electronics | Audio | LuxeRetail | Southeast | 377.11 |
| S00131 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southeast | 394.08 |
| S00131 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southeast | 388.22 |
| S00134 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southeast | 397.20 |
| S00134 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southeast | 393.07 |
| S00135 | ELEAUHE005 | Electronics | Audio | MegaShop | Northeast | 383.58 |
| S00135 | ELEAUHO007 | Electronics | Audio | MegaShop | Northeast | 378.43 |
| S00135 | ELEAUSP005 | Electronics | Audio | MegaShop | Northeast | 394.65 |
| S00136 | ELEAUHE005 | Electronics | Audio | MarketExpress | West | 380.34 |
| S00136 | ELEAUHO007 | Electronics | Audio | MarketExpress | West | 377.53 |
| S00137 | ELEAUHO007 | Electronics | Audio | MarketExpress | Southeast | 379.37 |
| S00137 | ELECODE003 | Electronics | Computing | MarketExpress | Southeast | 394.31 |
| S00137 | ELECOTA004 | Electronics | Computing | MarketExpress | Southeast | 386.34 |
| S00138 | ELEAUHE003 | Electronics | Audio | MarketExpress | Southeast | 377.35 |
| S00138 | ELEAUHO007 | Electronics | Audio | MarketExpress | Southeast | 379.04 |
| S00139 | ELEAUSP005 | Electronics | Audio | MegaShop | Southeast | 395.97 |
| S00139 | ELECOTA004 | Electronics | Computing | MegaShop | Southeast | 388.69 |
| S00141 | ELEAUHO004 | Electronics | Audio | LuxeRetail | Southeast | 378.87 |
| S00141 | ELECODE003 | Electronics | Computing | LuxeRetail | Southeast | 393.28 |
| S00142 | ELEAUHO002 | Electronics | Audio | PrimeGoods | Southeast | 379.15 |
| S00142 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Southeast | 394.45 |
| S00143 | ELEAUHO004 | Electronics | Audio | BudgetShop | Southwest | 377.17 |
| S00144 | ELEAUHE003 | Electronics | Audio | QuickBuy | West | 377.67 |
| S00144 | ELEAUHO002 | Electronics | Audio | QuickBuy | West | 377.09 |
| S00145 | ELEAUHO002 | Electronics | Audio | PrimeGoods | West | 377.60 |
| S00145 | ELEAUSP005 | Electronics | Audio | PrimeGoods | West | 396.52 |
| S00145 | ELECOTA004 | Electronics | Computing | PrimeGoods | West | 389.96 |
| S00146 | ELEAUHO007 | Electronics | Audio | BudgetShop | West | 381.30 |
| S00146 | ELECODE009 | Electronics | Computing | BudgetShop | West | 380.50 |
| S00147 | ELEAUHE005 | Electronics | Audio | BudgetShop | Southeast | 383.70 |
| S00147 | ELEAUHO002 | Electronics | Audio | BudgetShop | Southeast | 377.52 |
| S00147 | ELEAUSP005 | Electronics | Audio | BudgetShop | Southeast | 395.14 |
| S00147 | ELECODE003 | Electronics | Computing | BudgetShop | Southeast | 397.78 |
| S00148 | ELEAUHO007 | Electronics | Audio | BudgetShop | Midwest | 379.16 |
| S00148 | ELEAUSP005 | Electronics | Audio | BudgetShop | Midwest | 382.96 |
| S00148 | ELECODE003 | Electronics | Computing | BudgetShop | Midwest | 397.19 |
| S00150 | ELEMOSM012 | Electronics | Mobile | LuxeRetail | West | 379.92 |
| S00152 | ELEAUHO007 | Electronics | Audio | MegaShop | Northeast | 378.93 |
| S00154 | ELEAUHO002 | Electronics | Audio | BudgetShop | Northeast | 378.47 |
| S00154 | ELECODE003 | Electronics | Computing | BudgetShop | Northeast | 395.92 |
| S00154 | ELEMOSM012 | Electronics | Mobile | BudgetShop | Northeast | 381.95 |
| S00155 | ELEMOSM012 | Electronics | Mobile | EssentialsPlus | Southeast | 378.70 |
| S00156 | ELEAUHE005 | Electronics | Audio | FamilyStore | Midwest | 380.05 |
| S00157 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Northeast | 382.78 |
| S00157 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Northeast | 395.71 |
| STORE0003 | ELECOTA004 | Electronics | Computing | MarketExpress | West | 389.01 |
| STORE0003 | ELEMOSM012 | Electronics | Mobile | MarketExpress | West | 377.87 |
| STORE0004 | ELEAUHE003 | Electronics | Audio | MegaShop | Southwest | 377.34 |
| STORE0004 | ELEAUHE005 | Electronics | Audio | MegaShop | Southwest | 383.44 |
| STORE0004 | ELEAUHO002 | Electronics | Audio | MegaShop | Southwest | 379.49 |
| STORE0004 | ELEAUHO007 | Electronics | Audio | MegaShop | Southwest | 381.47 |
| STORE0004 | ELEMOSM012 | Electronics | Mobile | MegaShop | Southwest | 379.45 |
| STORE0022 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southeast | 379.41 |
| STORE0049 | ELECODE003 | Electronics | Computing | LuxeRetail | Southwest | 395.79 |
| STORE0049 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southwest | 388.88 |
| STORE0050 | ELEAUHO007 | Electronics | Audio | EssentialsPlus | Northeast | 377.16 |
| STORE0050 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Northeast | 392.88 |
| STORE0071 | ELECODE003 | Electronics | Computing | AsterionHouse | Northeast | 397.57 |
| STORE0071 | ELECODE009 | Electronics | Computing | AsterionHouse | Northeast | 377.95 |
| STORE0078 | ELEAUHO007 | Electronics | Audio | MegaShop | Northeast | 380.40 |
| STORE0078 | ELECOTA004 | Electronics | Computing | MegaShop | Northeast | 388.10 |
| STORE0115 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Midwest | 392.43 |
| STORE0115 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Midwest | 391.16 |
| STORE0116 | ELEAUHO004 | Electronics | Audio | MarketExpress | West | 377.26 |
| STORE0116 | ELEAUSP005 | Electronics | Audio | MarketExpress | West | 391.58 |
| STORE0118 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Southeast | 380.78 |
| STORE0118 | ELECODE003 | Electronics | Computing | PrimeGoods | Southeast | 394.58 |
| STORE0123 | ELEAUHE003 | Electronics | Audio | LuxeRetail | West | 377.16 |
| STORE0123 | ELEAUHO002 | Electronics | Audio | LuxeRetail | West | 378.19 |
| STORE0123 | ELEAUHO004 | Electronics | Audio | LuxeRetail | West | 378.02 |
| STORE0123 | ELECODE009 | Electronics | Computing | LuxeRetail | West | 380.11 |
| STORE0129 | ELEAUSP005 | Electronics | Audio | QuickBuy | Northeast | 377.19 |
| STORE0129 | ELEMOSM012 | Electronics | Mobile | QuickBuy | Northeast | 378.70 |
| STORE0133 | ELEAUHO007 | Electronics | Audio | PrimeGoods | West | 378.58 |
| STORE0133 | ELECODE003 | Electronics | Computing | PrimeGoods | West | 393.89 |
| STORE0133 | ELECOTA004 | Electronics | Computing | PrimeGoods | West | 386.11 |
| STORE0149 | ELEAUHE005 | Electronics | Audio | QuickBuy | Southeast | 381.10 |
| STORE0149 | ELEAUSP005 | Electronics | Audio | QuickBuy | Southeast | 395.34 |
| STORE0149 | ELECODE003 | Electronics | Computing | QuickBuy | Southeast | 397.57 |
| 000006 | ELECODE009 | Electronics | Computing | AsterionHouse | Southeast | 381.09 |
| 000006 | ELECOTA004 | Electronics | Computing | AsterionHouse | Southeast | 388.06 |
| 000008 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Southeast | 379.40 |
| 000008 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Southeast | 380.54 |
| 000008 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southeast | 397.84 |
| 000017 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Midwest | 382.37 |
| 000017 | ELEAUHO002 | Electronics | Audio | PrimeGoods | Midwest | 378.74 |
| 000017 | ELECODE003 | Electronics | Computing | PrimeGoods | Midwest | 391.18 |
| 000017 | ELECOTA004 | Electronics | Computing | PrimeGoods | Midwest | 387.66 |
| 000042 | ELEAUHO004 | Electronics | Audio | EssentialsPlus | Southeast | 377.83 |
| 000042 | ELEMOSM012 | Electronics | Mobile | EssentialsPlus | Southeast | 382.45 |
| 000052 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Southeast | 379.54 |
| 000052 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southeast | 396.64 |
| 000053 | ELECOTA004 | Electronics | Computing | MegaShop | Midwest | 393.46 |
| 000056 | ELEAUSP005 | Electronics | Audio | QuickBuy | Southeast | 396.21 |
| 000056 | ELECODE003 | Electronics | Computing | QuickBuy | Southeast | 396.82 |
| 000056 | ELECOTA004 | Electronics | Computing | QuickBuy | Southeast | 391.65 |
| 000073 | ELECODE003 | Electronics | Computing | AsterionHouse | Southeast | 382.82 |
| 000073 | ELEMOSM012 | Electronics | Mobile | AsterionHouse | Southeast | 378.05 |
| 000079 | ELEAUHE003 | Electronics | Audio | QuickBuy | Southeast | 377.13 |
| 000079 | ELEAUHO002 | Electronics | Audio | QuickBuy | Southeast | 378.03 |
| 000082 | ELEAUHO002 | Electronics | Audio | QuickBuy | West | 377.52 |
| 000082 | ELEAUHO004 | Electronics | Audio | QuickBuy | West | 377.43 |
| 000082 | ELEMOSM012 | Electronics | Mobile | QuickBuy | West | 382.92 |
| 000094 | ELEAUHO007 | Electronics | Audio | LuxeRetail | Southeast | 378.00 |
| 000109 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Northeast | 380.48 |
| 000109 | ELEAUHO004 | Electronics | Audio | EssentialsPlus | Northeast | 377.84 |
| 000109 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Northeast | 386.78 |
| 000109 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Northeast | 389.95 |
| 000132 | ELEAUHO002 | Electronics | Audio | MarketExpress | Midwest | 380.18 |
| 000132 | ELECODE003 | Electronics | Computing | MarketExpress | Midwest | 393.16 |
| 000151 | ELEAUHE005 | Electronics | Audio | MarketExpress | Northeast | 385.17 |
| 000151 | ELECOTA004 | Electronics | Computing | MarketExpress | Northeast | 391.82 |
| S00001 | ELEAUSP005 | Electronics | Audio | PrimeGoods | West | 388.18 |
| S00001 | ELECODE009 | Electronics | Computing | PrimeGoods | West | 381.78 |
| S00001 | ELEMOSM012 | Electronics | Mobile | PrimeGoods | West | 381.16 |
| S00002 | ELEAUHO007 | Electronics | Audio | MegaShop | Midwest | 379.16 |
| S00002 | ELEAUSP005 | Electronics | Audio | MegaShop | Midwest | 396.16 |
| S00002 | ELECODE009 | Electronics | Computing | MegaShop | Midwest | 378.82 |
| S00002 | ELEMOSM012 | Electronics | Mobile | MegaShop | Midwest | 380.04 |
| S00005 | ELECODE009 | Electronics | Computing | PrimeGoods | Southeast | 377.51 |
| S00007 | ELEAUHO007 | Electronics | Audio | LuxeRetail | Southeast | 377.52 |
| S00007 | ELEAUSP001 | Electronics | Audio | LuxeRetail | Southeast | 377.10 |
| S00007 | ELECODE003 | Electronics | Computing | LuxeRetail | Southeast | 395.68 |
| S00007 | ELEMOSM012 | Electronics | Mobile | LuxeRetail | Southeast | 377.08 |
| S00010 | ELEAUHE005 | Electronics | Audio | AsterionHouse | Midwest | 380.12 |
| S00011 | ELEAUHO007 | Electronics | Audio | FamilyStore | Midwest | 379.75 |
| S00012 | ELEAUHO004 | Electronics | Audio | PrimeGoods | Southeast | 377.29 |
| S00013 | ELEAUHE005 | Electronics | Audio | MarketExpress | Southwest | 382.01 |
| S00014 | ELEAUSP005 | Electronics | Audio | FamilyStore | Northeast | 382.95 |
| S00014 | ELECODE009 | Electronics | Computing | FamilyStore | Northeast | 378.41 |
| S00015 | ELEAUHE005 | Electronics | Audio | MegaShop | Southwest | 382.54 |
| S00015 | ELEAUHO007 | Electronics | Audio | MegaShop | Southwest | 380.44 |
| S00015 | ELECODE003 | Electronics | Computing | MegaShop | Southwest | 391.41 |
| S00016 | ELECODE003 | Electronics | Computing | EssentialsPlus | Midwest | 395.05 |
| S00018 | ELEAUSP001 | Electronics | Audio | AsterionHouse | West | 377.40 |
| S00018 | ELEAUSP005 | Electronics | Audio | AsterionHouse | West | 390.65 |
| S00018 | ELECODE009 | Electronics | Computing | AsterionHouse | West | 377.14 |
| S00019 | ELEAUHO002 | Electronics | Audio | QuickBuy | Northeast | 377.42 |
| S00020 | ELEAUHE005 | Electronics | Audio | FamilyStore | Midwest | 383.86 |
| S00020 | ELEAUHO007 | Electronics | Audio | FamilyStore | Midwest | 377.16 |
| S00020 | ELECODE009 | Electronics | Computing | FamilyStore | Midwest | 380.91 |
| S00020 | ELECOTA004 | Electronics | Computing | FamilyStore | Midwest | 392.64 |
| S00024 | ELEAUHO004 | Electronics | Audio | FamilyStore | Northeast | 378.29 |
| S00024 | ELECOTA004 | Electronics | Computing | FamilyStore | Northeast | 388.48 |
| S00025 | ELEAUSP005 | Electronics | Audio | MarketExpress | Midwest | 396.27 |
| S00025 | ELECODE003 | Electronics | Computing | MarketExpress | Midwest | 395.86 |
| S00026 | ELECOTA004 | Electronics | Computing | AsterionHouse | Midwest | 387.14 |
| S00027 | ELECOTA004 | Electronics | Computing | MegaShop | Midwest | 393.35 |
| S00028 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Midwest | 381.96 |
| S00028 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Midwest | 379.35 |
| S00030 | ELEAUSP005 | Electronics | Audio | FamilyStore | Northeast | 398.33 |
| S00030 | ELECOTA004 | Electronics | Computing | FamilyStore | Northeast | 388.03 |
| S00031 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southwest | 382.58 |
| S00032 | ELEMOSM012 | Electronics | Mobile | EssentialsPlus | Northeast | 379.65 |
| S00033 | ELECODE009 | Electronics | Computing | EssentialsPlus | Southwest | 377.96 |
| S00035 | ELECODE009 | Electronics | Computing | BudgetShop | Southeast | 377.30 |
| S00035 | ELEMOSM012 | Electronics | Mobile | BudgetShop | Southeast | 377.82 |
| S00036 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Midwest | 378.38 |
| S00036 | ELEAUHO007 | Electronics | Audio | EssentialsPlus | Midwest | 377.41 |
| S00038 | ELEAUHE005 | Electronics | Audio | AsterionHouse | West | 380.36 |
| S00038 | ELEAUHO002 | Electronics | Audio | AsterionHouse | West | 377.77 |
| S00038 | ELECODE003 | Electronics | Computing | AsterionHouse | West | 399.38 |
| S00038 | ELECODE009 | Electronics | Computing | AsterionHouse | West | 379.59 |
| S00039 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southeast | 383.79 |
| S00039 | ELEAUHO007 | Electronics | Audio | EssentialsPlus | Southeast | 377.70 |
| S00040 | ELEAUHE003 | Electronics | Audio | EssentialsPlus | West | 377.36 |
| S00040 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | West | 380.57 |
| S00040 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | West | 396.12 |
| S00040 | ELECOTA004 | Electronics | Computing | EssentialsPlus | West | 387.12 |
| S00041 | ELEAUHO002 | Electronics | Audio | AsterionHouse | Southwest | 380.82 |
| S00041 | ELECOTA004 | Electronics | Computing | AsterionHouse | Southwest | 386.65 |
| S00043 | ELECODE003 | Electronics | Computing | PrimeGoods | Southeast | 398.95 |
| S00044 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southwest | 393.42 |
| S00045 | ELEAUHO007 | Electronics | Audio | AsterionHouse | Northeast | 380.67 |
| S00045 | ELECODE003 | Electronics | Computing | AsterionHouse | Northeast | 391.89 |
| S00045 | ELEMOSM012 | Electronics | Mobile | AsterionHouse | Northeast | 378.77 |
| S00046 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Southeast | 378.34 |
| S00046 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 390.29 |
| S00047 | ELECODE003 | Electronics | Computing | LuxeRetail | Northeast | 396.42 |
| S00048 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Northeast | 391.90 |
| S00048 | ELECODE003 | Electronics | Computing | PrimeGoods | Northeast | 395.30 |
| S00048 | ELECODE009 | Electronics | Computing | PrimeGoods | Northeast | 377.16 |
| S00054 | ELEAUHE003 | Electronics | Audio | LuxeRetail | West | 377.54 |
| S00054 | ELEAUSP005 | Electronics | Audio | LuxeRetail | West | 397.60 |
| S00057 | ELECOTA004 | Electronics | Computing | MarketExpress | West | 388.66 |
| S00058 | ELEAUHE003 | Electronics | Audio | PrimeGoods | Northeast | 377.50 |
| S00058 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Northeast | 382.96 |
| S00058 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Northeast | 397.48 |
| S00058 | ELECODE003 | Electronics | Computing | PrimeGoods | Northeast | 396.31 |
| S00058 | ELECOTA004 | Electronics | Computing | PrimeGoods | Northeast | 389.37 |
| S00060 | ELEAUSP005 | Electronics | Audio | QuickBuy | Southwest | 394.38 |
| S00061 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Midwest | 378.26 |
| S00063 | ELECODE003 | Electronics | Computing | PrimeGoods | Southeast | 396.04 |
| S00064 | ELEMOSM012 | Electronics | Mobile | LuxeRetail | Southwest | 383.68 |
| S00066 | ELECODE009 | Electronics | Computing | MarketExpress | Northeast | 380.02 |
| S00066 | ELECOTA004 | Electronics | Computing | MarketExpress | Northeast | 392.86 |
| S00067 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southwest | 393.44 |
| S00068 | ELECODE009 | Electronics | Computing | MarketExpress | West | 381.49 |
| S00069 | ELEAUHE005 | Electronics | Audio | MegaShop | Southeast | 379.72 |
| S00069 | ELEAUSP005 | Electronics | Audio | MegaShop | Southeast | 392.33 |
| S00070 | ELEMOSM012 | Electronics | Mobile | LuxeRetail | Southeast | 377.96 |
| S00072 | ELECOTA004 | Electronics | Computing | MarketExpress | West | 392.22 |
| S00074 | ELEAUHE005 | Electronics | Audio | QuickBuy | Northeast | 379.15 |
| S00075 | ELEAUHE005 | Electronics | Audio | BudgetShop | Midwest | 381.04 |
| S00075 | ELECODE003 | Electronics | Computing | BudgetShop | Midwest | 395.44 |
| S00075 | ELECOTA004 | Electronics | Computing | BudgetShop | Midwest | 387.97 |
| S00076 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Southeast | 380.49 |
| S00076 | ELEAUHO007 | Electronics | Audio | EssentialsPlus | Southeast | 378.65 |
| S00076 | ELECODE009 | Electronics | Computing | EssentialsPlus | Southeast | 379.03 |
| S00077 | ELEAUHE005 | Electronics | Audio | MegaShop | Northeast | 380.59 |
| S00077 | ELEAUSP005 | Electronics | Audio | MegaShop | Northeast | 391.03 |
| S00080 | ELEAUHO002 | Electronics | Audio | AsterionHouse | Southeast | 379.52 |
| S00081 | ELEAUSP005 | Electronics | Audio | BudgetShop | Southeast | 398.38 |
| S00081 | ELECOTA004 | Electronics | Computing | BudgetShop | Southeast | 389.46 |
| S00083 | ELECODE009 | Electronics | Computing | AsterionHouse | Southeast | 380.42 |
| S00083 | ELECOTA004 | Electronics | Computing | AsterionHouse | Southeast | 386.53 |
| S00085 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Southeast | 380.20 |
| S00085 | ELECOTA004 | Electronics | Computing | PrimeGoods | Southeast | 393.00 |
| S00087 | ELEAUHO007 | Electronics | Audio | PrimeGoods | Southwest | 378.44 |
| S00087 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Southwest | 398.32 |
| S00088 | ELEAUHE005 | Electronics | Audio | FamilyStore | Northeast | 381.82 |
| S00088 | ELECOTA004 | Electronics | Computing | FamilyStore | Northeast | 389.80 |
| S00093 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Northeast | 378.84 |
| S00095 | ELEAUHE005 | Electronics | Audio | MarketExpress | Midwest | 380.42 |
| S00095 | ELEAUSP005 | Electronics | Audio | MarketExpress | Midwest | 396.24 |
| S00095 | ELECODE009 | Electronics | Computing | MarketExpress | Midwest | 377.26 |
| S00095 | ELEMOSM012 | Electronics | Mobile | MarketExpress | Midwest | 382.83 |
| S00097 | ELECODE003 | Electronics | Computing | PrimeGoods | Southeast | 394.76 |
| S00098 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southeast | 387.09 |
| S00099 | ELECOTA004 | Electronics | Computing | LuxeRetail | Northeast | 391.96 |
| S00100 | ELEAUHO002 | Electronics | Audio | MarketExpress | Northeast | 377.42 |
| S00100 | ELECODE009 | Electronics | Computing | MarketExpress | Northeast | 379.72 |
| S00100 | ELECOTA004 | Electronics | Computing | MarketExpress | Northeast | 389.20 |
| S00101 | ELEAUSP001 | Electronics | Audio | BudgetShop | Northeast | 377.20 |
| S00101 | ELECODE003 | Electronics | Computing | BudgetShop | Northeast | 396.42 |
| S00102 | ELEAUHE005 | Electronics | Audio | MarketExpress | Northeast | 379.21 |
| S00102 | ELECODE003 | Electronics | Computing | MarketExpress | Northeast | 394.49 |
| S00103 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southeast | 385.49 |
| S00103 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 390.62 |
| S00103 | ELEMOSM012 | Electronics | Mobile | EssentialsPlus | Southeast | 380.20 |
| S00106 | ELEAUHO007 | Electronics | Audio | MarketExpress | Midwest | 380.52 |
| S00107 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Midwest | 378.98 |
| S00107 | ELECODE003 | Electronics | Computing | EssentialsPlus | Midwest | 395.70 |
| S00108 | ELEAUHE005 | Electronics | Audio | MegaShop | Northeast | 380.81 |
| S00110 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Midwest | 380.70 |
| S00110 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Midwest | 377.21 |
| S00111 | ELEAUSP005 | Electronics | Audio | MegaShop | Southwest | 386.45 |
| S00111 | ELEMOSM012 | Electronics | Mobile | MegaShop | Southwest | 383.54 |
| S00113 | ELECODE009 | Electronics | Computing | BudgetShop | Northeast | 381.22 |
| S00114 | ELECODE003 | Electronics | Computing | BudgetShop | West | 390.86 |
| S00114 | ELECOTA004 | Electronics | Computing | BudgetShop | West | 390.13 |
| S00117 | ELECODE003 | Electronics | Computing | QuickBuy | Southeast | 398.42 |
| S00117 | ELEMOSM012 | Electronics | Mobile | QuickBuy | Southeast | 380.20 |
| S00121 | ELECOTA004 | Electronics | Computing | EssentialsPlus | West | 388.72 |
| S00122 | ELEAUSP005 | Electronics | Audio | BudgetShop | Southeast | 393.36 |
| S00124 | ELECODE003 | Electronics | Computing | PrimeGoods | Northeast | 397.89 |
| S00125 | ELEAUHE005 | Electronics | Audio | MegaShop | Southeast | 379.78 |
| S00125 | ELECOTA004 | Electronics | Computing | MegaShop | Southeast | 388.35 |
| S00128 | ELEAUSP005 | Electronics | Audio | BudgetShop | Northeast | 395.57 |
| S00128 | ELECOTA004 | Electronics | Computing | BudgetShop | Northeast | 392.42 |
| S00130 | ELEAUHO002 | Electronics | Audio | PrimeGoods | West | 379.00 |
| S00130 | ELEAUHO007 | Electronics | Audio | PrimeGoods | West | 378.98 |
| S00130 | ELEAUSP005 | Electronics | Audio | PrimeGoods | West | 390.32 |
| S00131 | ELEAUHO007 | Electronics | Audio | LuxeRetail | Southeast | 377.08 |
| S00131 | ELECODE003 | Electronics | Computing | LuxeRetail | Southeast | 399.78 |
| S00134 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Southeast | 379.90 |
| S00134 | ELECODE009 | Electronics | Computing | LuxeRetail | Southeast | 378.12 |
| S00135 | ELEAUHO002 | Electronics | Audio | MegaShop | Northeast | 378.83 |
| S00135 | ELECODE003 | Electronics | Computing | MegaShop | Northeast | 387.08 |
| S00135 | ELECOTA004 | Electronics | Computing | MegaShop | Northeast | 386.48 |
| S00136 | ELEAUSP005 | Electronics | Audio | MarketExpress | West | 395.85 |
| S00136 | ELEMOSM012 | Electronics | Mobile | MarketExpress | West | 380.55 |
| S00139 | ELECODE003 | Electronics | Computing | MegaShop | Southeast | 394.42 |
| S00140 | ELEAUHE005 | Electronics | Audio | FamilyStore | Southeast | 377.79 |
| S00140 | ELECODE003 | Electronics | Computing | FamilyStore | Southeast | 385.02 |
| S00141 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Southeast | 378.64 |
| S00141 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southeast | 394.55 |
| S00142 | ELEMOSM012 | Electronics | Mobile | PrimeGoods | Southeast | 378.53 |
| S00143 | ELEAUHE005 | Electronics | Audio | BudgetShop | Southwest | 383.11 |
| S00143 | ELEAUSP005 | Electronics | Audio | BudgetShop | Southwest | 391.85 |
| S00143 | ELECODE009 | Electronics | Computing | BudgetShop | Southwest | 381.84 |
| S00143 | ELECOTA004 | Electronics | Computing | BudgetShop | Southwest | 387.79 |
| S00144 | ELEAUSP005 | Electronics | Audio | QuickBuy | West | 392.77 |
| S00145 | ELECODE003 | Electronics | Computing | PrimeGoods | West | 394.98 |
| S00148 | ELEAUHO002 | Electronics | Audio | BudgetShop | Midwest | 378.12 |
| S00150 | ELEAUHE005 | Electronics | Audio | LuxeRetail | West | 379.72 |
| S00150 | ELEAUHO004 | Electronics | Audio | LuxeRetail | West | 378.74 |
| S00150 | ELEAUSP005 | Electronics | Audio | LuxeRetail | West | 394.10 |
| S00150 | ELECODE003 | Electronics | Computing | LuxeRetail | West | 397.50 |
| S00150 | ELECOTA004 | Electronics | Computing | LuxeRetail | West | 390.71 |
| S00152 | ELEAUHO002 | Electronics | Audio | MegaShop | Northeast | 380.30 |
| S00153 | ELECODE003 | Electronics | Computing | MegaShop | Southwest | 393.35 |
| S00154 | ELEAUSP005 | Electronics | Audio | BudgetShop | Northeast | 394.43 |
| S00154 | ELECOTA004 | Electronics | Computing | BudgetShop | Northeast | 389.06 |
| S00155 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Southeast | 379.92 |
| S00155 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southeast | 385.68 |
| S00155 | ELECODE009 | Electronics | Computing | EssentialsPlus | Southeast | 377.67 |
| S00155 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 387.40 |
| S00156 | ELECODE009 | Electronics | Computing | FamilyStore | Midwest | 381.83 |
| S00157 | ELEMOSM012 | Electronics | Mobile | PrimeGoods | Northeast | 377.34 |
| STORE0003 | ELECODE003 | Electronics | Computing | MarketExpress | West | 395.75 |
| STORE0004 | ELEAUSP005 | Electronics | Audio | MegaShop | Southwest | 381.39 |
| STORE0022 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Southeast | 379.19 |
| STORE0022 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southeast | 397.53 |
| STORE0023 | ELEAUHO007 | Electronics | Audio | MarketExpress | West | 380.23 |
| STORE0023 | ELEAUSP005 | Electronics | Audio | MarketExpress | West | 390.64 |
| STORE0023 | ELECOTA004 | Electronics | Computing | MarketExpress | West | 386.60 |
| STORE0023 | ELEMOSM012 | Electronics | Mobile | MarketExpress | West | 381.36 |
| STORE0049 | ELEAUHO007 | Electronics | Audio | LuxeRetail | Southwest | 379.05 |
| STORE0050 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Northeast | 380.68 |
| STORE0050 | ELECODE003 | Electronics | Computing | EssentialsPlus | Northeast | 392.08 |
| STORE0050 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Northeast | 391.91 |
| STORE0071 | ELEAUHE005 | Electronics | Audio | AsterionHouse | Northeast | 383.52 |
| STORE0071 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Northeast | 397.31 |
| STORE0078 | ELEAUSP005 | Electronics | Audio | MegaShop | Northeast | 389.03 |
| STORE0078 | ELECODE003 | Electronics | Computing | MegaShop | Northeast | 396.05 |
| STORE0078 | ELEMOSM012 | Electronics | Mobile | MegaShop | Northeast | 377.14 |
| STORE0092 | ELEAUHO002 | Electronics | Audio | MegaShop | Northeast | 379.48 |
| STORE0115 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Midwest | 383.64 |
| STORE0115 | ELEAUHO004 | Electronics | Audio | EssentialsPlus | Midwest | 378.34 |
| STORE0115 | ELEAUHO007 | Electronics | Audio | EssentialsPlus | Midwest | 378.34 |
| STORE0115 | ELECODE009 | Electronics | Computing | EssentialsPlus | Midwest | 380.46 |
| STORE0116 | ELEAUHE003 | Electronics | Audio | MarketExpress | West | 377.77 |
| STORE0116 | ELEMOSM012 | Electronics | Mobile | MarketExpress | West | 379.05 |
| STORE0123 | ELEAUHO007 | Electronics | Audio | LuxeRetail | West | 378.87 |
| STORE0149 | ELEAUHO002 | Electronics | Audio | QuickBuy | Southeast | 378.46 |
4.2.4.2 Gradient Boosting
Una vez entrenado el modelo con los datos, se procedió a aplicarlo para estimar el precio óptimo de cada producto en cada tienda. El resultado se resume en la siguiente tabla.
Dado que el número total de combinaciones posibles entre productos y tiendas asciende a 128.100, y con el objetivo de facilitar la interpretación de los resultados, en este documento se presentan únicamente 1.000 combinaciones seleccionadas a modo ilustrativo.
| ID Tiendas | SKU | Categoría | Grupo | Cadena | Región | Precio (USD) |
|---|---|---|---|---|---|---|
| 000008 | ELEAUHO001 | Electronics | Audio | LuxeRetail | Southeast | 406.92 |
| 000017 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Midwest | 394.72 |
| 000042 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 408.50 |
| 000052 | ELEAUHE001 | Electronics | Audio | EssentialsPlus | Southeast | 407.67 |
| 000052 | ELEAUHE012 | Electronics | Audio | EssentialsPlus | Southeast | 394.55 |
| 000052 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Southeast | 416.51 |
| 000053 | ELEAUHO002 | Electronics | Audio | MegaShop | Midwest | 395.19 |
| 000053 | ELEAUSP001 | Electronics | Audio | MegaShop | Midwest | 395.04 |
| 000056 | ELEAUHO006 | Electronics | Audio | QuickBuy | Southeast | 404.12 |
| 000056 | ELEAUSP008 | Electronics | Audio | QuickBuy | Southeast | 398.68 |
| 000073 | ELEAUHE012 | Electronics | Audio | AsterionHouse | Southeast | 399.87 |
| 000073 | ELEAUHO001 | Electronics | Audio | AsterionHouse | Southeast | 398.87 |
| 000073 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Southeast | 407.90 |
| 000079 | ELEAUSP001 | Electronics | Audio | QuickBuy | Southeast | 401.68 |
| 000079 | ELEMOAC009 | Electronics | Mobile | QuickBuy | Southeast | 399.81 |
| 000094 | ELEAUHO005 | Electronics | Audio | LuxeRetail | Southeast | 406.84 |
| 000094 | ELEAUSP008 | Electronics | Audio | LuxeRetail | Southeast | 402.95 |
| 000132 | ELEAUHE003 | Electronics | Audio | MarketExpress | Midwest | 406.44 |
| 000132 | ELEAUHO005 | Electronics | Audio | MarketExpress | Midwest | 395.23 |
| 000132 | ELEAUSP005 | Electronics | Audio | MarketExpress | Midwest | 407.37 |
| S00001 | ELEAUSP001 | Electronics | Audio | PrimeGoods | West | 417.60 |
| S00002 | ELEAUHE012 | Electronics | Audio | MegaShop | Midwest | 397.85 |
| S00002 | ELEAUSP001 | Electronics | Audio | MegaShop | Midwest | 412.73 |
| S00002 | ELECODE003 | Electronics | Computing | MegaShop | Midwest | 405.11 |
| S00002 | ELECOTA004 | Electronics | Computing | MegaShop | Midwest | 397.83 |
| S00005 | ELECOTA004 | Electronics | Computing | PrimeGoods | Southeast | 408.50 |
| S00007 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Southeast | 397.91 |
| S00009 | ELECODE003 | Electronics | Computing | MegaShop | Midwest | 402.65 |
| S00009 | ELECOLA004 | Electronics | Computing | MegaShop | Midwest | 396.89 |
| S00009 | ELECOTA004 | Electronics | Computing | MegaShop | Midwest | 408.50 |
| S00010 | ELEAUHO005 | Electronics | Audio | AsterionHouse | Midwest | 398.49 |
| S00010 | ELEAUSP008 | Electronics | Audio | AsterionHouse | Midwest | 402.95 |
| S00010 | ELEMOAC009 | Electronics | Mobile | AsterionHouse | Midwest | 399.13 |
| S00011 | ELEAUHO002 | Electronics | Audio | FamilyStore | Midwest | 398.32 |
| S00011 | ELEAUSP005 | Electronics | Audio | FamilyStore | Midwest | 395.98 |
| S00011 | ELECOTA004 | Electronics | Computing | FamilyStore | Midwest | 401.68 |
| S00012 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Southeast | 398.31 |
| S00013 | ELEAUHE003 | Electronics | Audio | MarketExpress | Southwest | 398.40 |
| S00013 | ELEAUHO001 | Electronics | Audio | MarketExpress | Southwest | 396.41 |
| S00013 | ELEAUHO005 | Electronics | Audio | MarketExpress | Southwest | 411.34 |
| S00013 | ELECOTA004 | Electronics | Computing | MarketExpress | Southwest | 408.50 |
| S00014 | ELECOTA004 | Electronics | Computing | FamilyStore | Northeast | 408.50 |
| S00015 | ELEAUHO001 | Electronics | Audio | MegaShop | Southwest | 398.10 |
| S00015 | ELECOTA004 | Electronics | Computing | MegaShop | Southwest | 407.90 |
| S00016 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Midwest | 408.50 |
| S00019 | ELEAUSP001 | Electronics | Audio | QuickBuy | Northeast | 396.97 |
| S00019 | ELEAUSP005 | Electronics | Audio | QuickBuy | Northeast | 400.05 |
| S00020 | ELEAUSP008 | Electronics | Audio | FamilyStore | Midwest | 395.46 |
| S00020 | ELEMOAC001 | Electronics | Mobile | FamilyStore | Midwest | 399.00 |
| S00024 | ELEAUHE003 | Electronics | Audio | FamilyStore | Northeast | 402.26 |
| S00024 | ELEAUHO005 | Electronics | Audio | FamilyStore | Northeast | 401.94 |
| S00025 | ELEAUHO001 | Electronics | Audio | MarketExpress | Midwest | 402.30 |
| S00026 | ELEAUHE003 | Electronics | Audio | AsterionHouse | Midwest | 402.24 |
| S00026 | ELEAUHO002 | Electronics | Audio | AsterionHouse | Midwest | 397.78 |
| S00026 | ELEMOAC009 | Electronics | Mobile | AsterionHouse | Midwest | 399.77 |
| S00028 | ELEAUHO005 | Electronics | Audio | EssentialsPlus | Midwest | 398.26 |
| S00028 | ELEMOAC009 | Electronics | Mobile | EssentialsPlus | Midwest | 405.58 |
| S00030 | ELEAUHE012 | Electronics | Audio | FamilyStore | Northeast | 397.78 |
| S00030 | ELECODE003 | Electronics | Computing | FamilyStore | Northeast | 408.70 |
| S00031 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southwest | 395.22 |
| S00031 | ELEMOAC009 | Electronics | Mobile | EssentialsPlus | Southwest | 394.50 |
| S00032 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Northeast | 401.50 |
| S00032 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Northeast | 415.82 |
| S00033 | ELEAUSP008 | Electronics | Audio | EssentialsPlus | Southwest | 397.83 |
| S00034 | ELEAUHE003 | Electronics | Audio | BudgetShop | West | 406.44 |
| S00034 | ELEAUSP005 | Electronics | Audio | BudgetShop | West | 397.89 |
| S00035 | ELEAUHO002 | Electronics | Audio | BudgetShop | Southeast | 403.22 |
| S00035 | ELEAUHO005 | Electronics | Audio | BudgetShop | Southeast | 419.60 |
| S00035 | ELEAUSP001 | Electronics | Audio | BudgetShop | Southeast | 397.50 |
| S00036 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Midwest | 396.88 |
| S00036 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Midwest | 408.50 |
| S00037 | ELECOTA004 | Electronics | Computing | AsterionHouse | Southeast | 408.50 |
| S00038 | ELEAUHO005 | Electronics | Audio | AsterionHouse | West | 400.89 |
| S00039 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southeast | 405.73 |
| S00040 | ELEAUHO005 | Electronics | Audio | EssentialsPlus | West | 396.10 |
| S00043 | ELEAUHO005 | Electronics | Audio | PrimeGoods | Southeast | 401.71 |
| S00044 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southwest | 397.73 |
| S00044 | ELECODE009 | Electronics | Computing | EssentialsPlus | Southwest | 417.06 |
| S00046 | ELEAUHE012 | Electronics | Audio | EssentialsPlus | Southeast | 395.46 |
| S00046 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Southeast | 414.65 |
| S00046 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southeast | 405.14 |
| S00047 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Northeast | 397.04 |
| S00047 | ELECOTA004 | Electronics | Computing | LuxeRetail | Northeast | 397.82 |
| S00047 | ELEMOAC009 | Electronics | Mobile | LuxeRetail | Northeast | 395.02 |
| S00048 | ELEAUHO001 | Electronics | Audio | PrimeGoods | Northeast | 406.31 |
| S00048 | ELECOTA004 | Electronics | Computing | PrimeGoods | Northeast | 407.90 |
| S00048 | ELEMOAC009 | Electronics | Mobile | PrimeGoods | Northeast | 394.98 |
| S00054 | ELEAUHE005 | Electronics | Audio | LuxeRetail | West | 396.67 |
| S00054 | ELECODE003 | Electronics | Computing | LuxeRetail | West | 402.23 |
| S00054 | ELECOTA004 | Electronics | Computing | LuxeRetail | West | 405.61 |
| S00055 | ELEAUHO002 | Electronics | Audio | BudgetShop | Southwest | 394.76 |
| S00058 | ELEAUHO001 | Electronics | Audio | PrimeGoods | Northeast | 401.54 |
| S00058 | ELEAUHO005 | Electronics | Audio | PrimeGoods | Northeast | 397.36 |
| S00059 | ELEAUSP001 | Electronics | Audio | AsterionHouse | Northeast | 397.62 |
| S00061 | ELECODE003 | Electronics | Computing | LuxeRetail | Midwest | 404.91 |
| S00062 | ELECOTA004 | Electronics | Computing | PrimeGoods | West | 408.50 |
| S00063 | ELEAUHE003 | Electronics | Audio | PrimeGoods | Southeast | 398.52 |
| S00063 | ELECOTA004 | Electronics | Computing | PrimeGoods | Southeast | 395.87 |
| S00063 | ELEMOAC009 | Electronics | Mobile | PrimeGoods | Southeast | 403.72 |
| S00064 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Southwest | 407.81 |
| S00064 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southwest | 406.01 |
| S00064 | ELECODE003 | Electronics | Computing | LuxeRetail | Southwest | 405.80 |
| S00065 | ELEAUHO002 | Electronics | Audio | BudgetShop | Southeast | 397.75 |
| S00067 | ELEAUHO001 | Electronics | Audio | LuxeRetail | Southwest | 414.71 |
| S00067 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southwest | 412.71 |
| S00068 | ELEAUHO001 | Electronics | Audio | MarketExpress | West | 407.45 |
| S00068 | ELEAUSP005 | Electronics | Audio | MarketExpress | West | 395.20 |
| S00069 | ELEAUHO001 | Electronics | Audio | MegaShop | Southeast | 400.99 |
| S00069 | ELECODE003 | Electronics | Computing | MegaShop | Southeast | 405.62 |
| S00069 | ELECOTA004 | Electronics | Computing | MegaShop | Southeast | 408.50 |
| S00070 | ELECODE003 | Electronics | Computing | LuxeRetail | Southeast | 401.23 |
| S00074 | ELEAUSP005 | Electronics | Audio | QuickBuy | Northeast | 407.90 |
| S00074 | ELECOTA004 | Electronics | Computing | QuickBuy | Northeast | 408.50 |
| S00075 | ELEAUHO005 | Electronics | Audio | BudgetShop | Midwest | 408.59 |
| S00077 | ELECODE003 | Electronics | Computing | MegaShop | Northeast | 413.85 |
| S00077 | ELECOTA004 | Electronics | Computing | MegaShop | Northeast | 408.50 |
| S00080 | ELECOTA004 | Electronics | Computing | AsterionHouse | Southeast | 408.50 |
| S00081 | ELEAUHE003 | Electronics | Audio | BudgetShop | Southeast | 406.44 |
| S00081 | ELECODE003 | Electronics | Computing | BudgetShop | Southeast | 409.61 |
| S00083 | ELEAUHE005 | Electronics | Audio | AsterionHouse | Southeast | 395.92 |
| S00083 | ELEAUHO005 | Electronics | Audio | AsterionHouse | Southeast | 395.78 |
| S00083 | ELECODE003 | Electronics | Computing | AsterionHouse | Southeast | 396.17 |
| S00084 | ELEAUSP005 | Electronics | Audio | MegaShop | Northeast | 395.83 |
| S00084 | ELECODE003 | Electronics | Computing | MegaShop | Northeast | 397.63 |
| S00086 | ELEAUHE012 | Electronics | Audio | MegaShop | Southeast | 396.87 |
| S00086 | ELECOTA004 | Electronics | Computing | MegaShop | Southeast | 399.45 |
| S00087 | ELEAUSP008 | Electronics | Audio | PrimeGoods | Southwest | 397.61 |
| S00089 | ELEAUHE003 | Electronics | Audio | QuickBuy | Southwest | 397.17 |
| S00089 | ELEAUHO001 | Electronics | Audio | QuickBuy | Southwest | 416.67 |
| S00089 | ELEAUHO002 | Electronics | Audio | QuickBuy | Southwest | 399.59 |
| S00089 | ELEAUSP001 | Electronics | Audio | QuickBuy | Southwest | 398.18 |
| S00090 | ELEAUHE003 | Electronics | Audio | PrimeGoods | Northeast | 400.06 |
| S00090 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Northeast | 405.77 |
| S00091 | ELEAUHE012 | Electronics | Audio | QuickBuy | Northeast | 408.61 |
| S00093 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Northeast | 404.32 |
| S00093 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Northeast | 400.71 |
| S00093 | ELECODE003 | Electronics | Computing | EssentialsPlus | Northeast | 396.04 |
| S00095 | ELEAUHO005 | Electronics | Audio | MarketExpress | Midwest | 400.51 |
| S00095 | ELECODE003 | Electronics | Computing | MarketExpress | Midwest | 396.37 |
| S00097 | ELEAUSP008 | Electronics | Audio | PrimeGoods | Southeast | 396.64 |
| S00100 | ELECODE003 | Electronics | Computing | MarketExpress | Northeast | 395.33 |
| S00101 | ELEAUSP005 | Electronics | Audio | BudgetShop | Northeast | 400.33 |
| S00102 | ELEAUHE003 | Electronics | Audio | MarketExpress | Northeast | 406.44 |
| S00102 | ELEAUSP005 | Electronics | Audio | MarketExpress | Northeast | 402.54 |
| S00102 | ELECOTA004 | Electronics | Computing | MarketExpress | Northeast | 397.82 |
| S00106 | ELEAUHO001 | Electronics | Audio | MarketExpress | Midwest | 409.07 |
| S00107 | ELEAUHE012 | Electronics | Audio | EssentialsPlus | Midwest | 413.93 |
| S00107 | ELEAUSP001 | Electronics | Audio | EssentialsPlus | Midwest | 409.72 |
| S00108 | ELEAUHO005 | Electronics | Audio | MegaShop | Northeast | 398.88 |
| S00108 | ELEAUSP008 | Electronics | Audio | MegaShop | Northeast | 400.39 |
| S00111 | ELEAUHE003 | Electronics | Audio | MegaShop | Southwest | 402.27 |
| S00111 | ELEAUHE005 | Electronics | Audio | MegaShop | Southwest | 411.47 |
| S00112 | ELEAUHO001 | Electronics | Audio | MegaShop | Southeast | 402.86 |
| S00112 | ELECOTA004 | Electronics | Computing | MegaShop | Southeast | 405.97 |
| S00113 | ELEAUHO001 | Electronics | Audio | BudgetShop | Northeast | 415.17 |
| S00113 | ELEAUSP008 | Electronics | Audio | BudgetShop | Northeast | 402.95 |
| S00113 | ELECODE003 | Electronics | Computing | BudgetShop | Northeast | 415.21 |
| S00113 | ELECOTA004 | Electronics | Computing | BudgetShop | Northeast | 405.80 |
| S00114 | ELEAUHO001 | Electronics | Audio | BudgetShop | West | 406.02 |
| S00117 | ELEAUHE003 | Electronics | Audio | QuickBuy | Southeast | 395.00 |
| S00117 | ELEAUHO002 | Electronics | Audio | QuickBuy | Southeast | 406.53 |
| S00117 | ELEAUSP005 | Electronics | Audio | QuickBuy | Southeast | 403.74 |
| S00117 | ELECOTA004 | Electronics | Computing | QuickBuy | Southeast | 404.17 |
| S00120 | ELEAUHO001 | Electronics | Audio | LuxeRetail | Midwest | 419.81 |
| S00120 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Midwest | 396.35 |
| S00120 | ELEAUSP001 | Electronics | Audio | LuxeRetail | Midwest | 403.12 |
| S00121 | ELECODE003 | Electronics | Computing | EssentialsPlus | West | 398.85 |
| S00122 | ELEAUHO004 | Electronics | Audio | BudgetShop | Southeast | 397.26 |
| S00122 | ELECOTA004 | Electronics | Computing | BudgetShop | Southeast | 396.09 |
| S00124 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Northeast | 412.95 |
| S00127 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Southeast | 414.39 |
| S00127 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southeast | 399.28 |
| S00127 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 408.50 |
| S00128 | ELEAUHO001 | Electronics | Audio | BudgetShop | Northeast | 404.22 |
| S00131 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Southeast | 398.85 |
| S00134 | ELEAUHO005 | Electronics | Audio | LuxeRetail | Southeast | 398.89 |
| S00134 | ELEAUSP001 | Electronics | Audio | LuxeRetail | Southeast | 403.31 |
| S00135 | ELEAUHO005 | Electronics | Audio | MegaShop | Northeast | 408.52 |
| S00136 | ELEAUHO001 | Electronics | Audio | MarketExpress | West | 410.48 |
| S00137 | ELEAUHE005 | Electronics | Audio | MarketExpress | Southeast | 395.21 |
| S00137 | ELEAUHO001 | Electronics | Audio | MarketExpress | Southeast | 424.85 |
| S00137 | ELEAUHO005 | Electronics | Audio | MarketExpress | Southeast | 402.92 |
| S00138 | ELEAUSP005 | Electronics | Audio | MarketExpress | Southeast | 408.96 |
| S00138 | ELECODE003 | Electronics | Computing | MarketExpress | Southeast | 401.26 |
| S00139 | ELEAUHE005 | Electronics | Audio | MegaShop | Southeast | 403.33 |
| S00139 | ELEAUHO001 | Electronics | Audio | MegaShop | Southeast | 406.24 |
| S00139 | ELEAUHO005 | Electronics | Audio | MegaShop | Southeast | 412.80 |
| S00139 | ELECODE009 | Electronics | Computing | MegaShop | Southeast | 396.33 |
| S00140 | ELEAUHO005 | Electronics | Audio | FamilyStore | Southeast | 399.17 |
| S00141 | ELEAUHO001 | Electronics | Audio | LuxeRetail | Southeast | 417.98 |
| S00141 | ELEAUSP001 | Electronics | Audio | LuxeRetail | Southeast | 412.19 |
| S00142 | ELEMOAC009 | Electronics | Mobile | PrimeGoods | Southeast | 394.59 |
| S00143 | ELECODE003 | Electronics | Computing | BudgetShop | Southwest | 404.04 |
| S00144 | ELECODE003 | Electronics | Computing | QuickBuy | West | 403.71 |
| S00145 | ELEAUHE003 | Electronics | Audio | PrimeGoods | West | 406.44 |
| S00145 | ELECODE009 | Electronics | Computing | PrimeGoods | West | 399.98 |
| S00146 | ELEAUHE005 | Electronics | Audio | BudgetShop | West | 395.43 |
| S00146 | ELECOTA004 | Electronics | Computing | BudgetShop | West | 408.50 |
| S00152 | ELEAUHO001 | Electronics | Audio | MegaShop | Northeast | 430.59 |
| S00153 | ELEAUHO002 | Electronics | Audio | MegaShop | Southwest | 409.91 |
| S00153 | ELECOTA004 | Electronics | Computing | MegaShop | Southwest | 407.90 |
| S00154 | ELEAUHO001 | Electronics | Audio | BudgetShop | Northeast | 409.12 |
| S00154 | ELEAUHO006 | Electronics | Audio | BudgetShop | Northeast | 405.51 |
| S00155 | ELEAUHE003 | Electronics | Audio | EssentialsPlus | Southeast | 406.44 |
| S00155 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Southeast | 400.68 |
| S00156 | ELEAUHO005 | Electronics | Audio | FamilyStore | Midwest | 399.69 |
| S00156 | ELEAUSP008 | Electronics | Audio | FamilyStore | Midwest | 402.95 |
| S00156 | ELECOTA004 | Electronics | Computing | FamilyStore | Midwest | 408.26 |
| S00156 | ELEMOAC009 | Electronics | Mobile | FamilyStore | Midwest | 404.31 |
| S00157 | ELEMOAC009 | Electronics | Mobile | PrimeGoods | Northeast | 396.86 |
| STORE0003 | ELEAUHO001 | Electronics | Audio | MarketExpress | West | 431.87 |
| STORE0004 | ELECODE003 | Electronics | Computing | MegaShop | Southwest | 397.62 |
| STORE0023 | ELEAUHE005 | Electronics | Audio | MarketExpress | West | 400.99 |
| STORE0023 | ELEAUHO001 | Electronics | Audio | MarketExpress | West | 405.83 |
| STORE0023 | ELECODE003 | Electronics | Computing | MarketExpress | West | 413.77 |
| STORE0050 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Northeast | 398.86 |
| STORE0050 | ELEAUSP008 | Electronics | Audio | EssentialsPlus | Northeast | 397.28 |
| STORE0071 | ELEAUHO002 | Electronics | Audio | AsterionHouse | Northeast | 397.11 |
| STORE0071 | ELECOTA004 | Electronics | Computing | AsterionHouse | Northeast | 402.37 |
| STORE0071 | ELEMOAC009 | Electronics | Mobile | AsterionHouse | Northeast | 408.94 |
| STORE0078 | ELEAUHE005 | Electronics | Audio | MegaShop | Northeast | 395.05 |
| STORE0078 | ELEAUHO001 | Electronics | Audio | MegaShop | Northeast | 404.31 |
| STORE0115 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Midwest | 395.12 |
| STORE0115 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Midwest | 403.71 |
| STORE0116 | ELEAUHE005 | Electronics | Audio | MarketExpress | West | 403.23 |
| STORE0116 | ELECOTA004 | Electronics | Computing | MarketExpress | West | 408.50 |
| STORE0118 | ELEAUHO005 | Electronics | Audio | PrimeGoods | Southeast | 400.99 |
| STORE0118 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Southeast | 397.91 |
| STORE0118 | ELECOTA004 | Electronics | Computing | PrimeGoods | Southeast | 408.50 |
| STORE0123 | ELEAUHE005 | Electronics | Audio | LuxeRetail | West | 409.44 |
| STORE0123 | ELEAUHO001 | Electronics | Audio | LuxeRetail | West | 414.33 |
| STORE0123 | ELEAUSP005 | Electronics | Audio | LuxeRetail | West | 405.41 |
| STORE0123 | ELECODE003 | Electronics | Computing | LuxeRetail | West | 402.83 |
| STORE0123 | ELEMOAC009 | Electronics | Mobile | LuxeRetail | West | 407.69 |
| STORE0129 | ELEAUHE001 | Electronics | Audio | QuickBuy | Northeast | 402.45 |
| STORE0129 | ELEAUHE012 | Electronics | Audio | QuickBuy | Northeast | 396.68 |
| STORE0129 | ELEAUSP001 | Electronics | Audio | QuickBuy | Northeast | 395.45 |
| STORE0129 | ELECODE003 | Electronics | Computing | QuickBuy | Northeast | 414.86 |
| STORE0133 | ELEAUHE005 | Electronics | Audio | PrimeGoods | West | 395.86 |
| STORE0133 | ELEAUHO004 | Electronics | Audio | PrimeGoods | West | 399.97 |
| STORE0133 | ELEAUSP001 | Electronics | Audio | PrimeGoods | West | 394.80 |
| STORE0149 | ELEAUHO005 | Electronics | Audio | QuickBuy | Southeast | 408.26 |
| STORE0149 | ELECOTA004 | Electronics | Computing | QuickBuy | Southeast | 408.12 |
| 000008 | ELEAUSP008 | Electronics | Audio | LuxeRetail | Southeast | 402.95 |
| 000008 | ELECODE003 | Electronics | Computing | LuxeRetail | Southeast | 407.27 |
| 000008 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southeast | 402.64 |
| 000042 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southeast | 400.25 |
| 000042 | ELEMOAC009 | Electronics | Mobile | EssentialsPlus | Southeast | 399.46 |
| 000052 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southeast | 404.13 |
| 000052 | ELEAUSP008 | Electronics | Audio | EssentialsPlus | Southeast | 400.70 |
| 000079 | ELECOTA004 | Electronics | Computing | QuickBuy | Southeast | 401.79 |
| 000082 | ELEAUHE003 | Electronics | Audio | QuickBuy | West | 403.68 |
| 000082 | ELEAUHE005 | Electronics | Audio | QuickBuy | West | 396.38 |
| 000082 | ELEAUHO001 | Electronics | Audio | QuickBuy | West | 409.18 |
| 000082 | ELECOTA004 | Electronics | Computing | QuickBuy | West | 408.50 |
| 000094 | ELEAUHE003 | Electronics | Audio | LuxeRetail | Southeast | 402.64 |
| 000109 | ELEAUHE003 | Electronics | Audio | EssentialsPlus | Northeast | 400.18 |
| 000109 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Northeast | 415.28 |
| 000109 | ELECODE003 | Electronics | Computing | EssentialsPlus | Northeast | 406.90 |
| 000132 | ELEAUHE005 | Electronics | Audio | MarketExpress | Midwest | 394.60 |
| S00001 | ELEAUHO001 | Electronics | Audio | PrimeGoods | West | 400.30 |
| S00001 | ELEAUHO005 | Electronics | Audio | PrimeGoods | West | 399.88 |
| S00001 | ELECODE003 | Electronics | Computing | PrimeGoods | West | 395.92 |
| S00001 | ELECOTA004 | Electronics | Computing | PrimeGoods | West | 397.33 |
| S00005 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Southeast | 403.18 |
| S00005 | ELEAUHO002 | Electronics | Audio | PrimeGoods | Southeast | 398.42 |
| S00005 | ELEAUSP001 | Electronics | Audio | PrimeGoods | Southeast | 396.13 |
| S00009 | ELEAUHE005 | Electronics | Audio | MegaShop | Midwest | 396.92 |
| S00009 | ELEAUSP001 | Electronics | Audio | MegaShop | Midwest | 397.73 |
| S00010 | ELEAUHE003 | Electronics | Audio | AsterionHouse | Midwest | 405.19 |
| S00010 | ELEAUHO001 | Electronics | Audio | AsterionHouse | Midwest | 404.13 |
| S00010 | ELECOTA004 | Electronics | Computing | AsterionHouse | Midwest | 399.00 |
| S00011 | ELEAUHO001 | Electronics | Audio | FamilyStore | Midwest | 401.61 |
| S00011 | ELEAUSP008 | Electronics | Audio | FamilyStore | Midwest | 402.95 |
| S00011 | ELECODE009 | Electronics | Computing | FamilyStore | Midwest | 395.85 |
| S00012 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Southeast | 403.52 |
| S00012 | ELEAUHO001 | Electronics | Audio | PrimeGoods | Southeast | 418.43 |
| S00013 | ELECODE003 | Electronics | Computing | MarketExpress | Southwest | 395.41 |
| S00014 | ELEAUHO001 | Electronics | Audio | FamilyStore | Northeast | 407.29 |
| S00014 | ELEMOAC009 | Electronics | Mobile | FamilyStore | Northeast | 395.12 |
| S00018 | ELEAUHO001 | Electronics | Audio | AsterionHouse | West | 396.22 |
| S00018 | ELEAUHO004 | Electronics | Audio | AsterionHouse | West | 402.11 |
| S00019 | ELECODE003 | Electronics | Computing | QuickBuy | Northeast | 395.14 |
| S00019 | ELECOTA004 | Electronics | Computing | QuickBuy | Northeast | 408.50 |
| S00020 | ELEAUHO005 | Electronics | Audio | FamilyStore | Midwest | 400.18 |
| S00020 | ELEMOAC009 | Electronics | Mobile | FamilyStore | Midwest | 394.97 |
| S00024 | ELEAUHO001 | Electronics | Audio | FamilyStore | Northeast | 415.35 |
| S00024 | ELEAUHO002 | Electronics | Audio | FamilyStore | Northeast | 406.59 |
| S00024 | ELEAUSP005 | Electronics | Audio | FamilyStore | Northeast | 402.99 |
| S00025 | ELEAUHE003 | Electronics | Audio | MarketExpress | Midwest | 397.12 |
| S00025 | ELECOTA004 | Electronics | Computing | MarketExpress | Midwest | 408.50 |
| S00026 | ELEAUHO001 | Electronics | Audio | AsterionHouse | Midwest | 396.45 |
| S00027 | ELEAUHO005 | Electronics | Audio | MegaShop | Midwest | 402.55 |
| S00028 | ELEAUHE003 | Electronics | Audio | EssentialsPlus | Midwest | 406.44 |
| S00028 | ELEAUSP008 | Electronics | Audio | EssentialsPlus | Midwest | 402.95 |
| S00030 | ELEAUHO004 | Electronics | Audio | FamilyStore | Northeast | 395.61 |
| S00030 | ELEAUHO005 | Electronics | Audio | FamilyStore | Northeast | 397.16 |
| S00031 | ELEAUSP008 | Electronics | Audio | EssentialsPlus | Southwest | 402.95 |
| S00031 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southwest | 406.35 |
| S00032 | ELEAUHE003 | Electronics | Audio | EssentialsPlus | Northeast | 406.44 |
| S00032 | ELECODE003 | Electronics | Computing | EssentialsPlus | Northeast | 395.14 |
| S00033 | ELEAUHE003 | Electronics | Audio | EssentialsPlus | Southwest | 398.34 |
| S00033 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southwest | 395.09 |
| S00034 | ELEAUHE012 | Electronics | Audio | BudgetShop | West | 395.76 |
| S00034 | ELEAUHO002 | Electronics | Audio | BudgetShop | West | 394.87 |
| S00034 | ELEAUHO005 | Electronics | Audio | BudgetShop | West | 396.70 |
| S00034 | ELECOTA004 | Electronics | Computing | BudgetShop | West | 408.50 |
| S00034 | ELEMOAC009 | Electronics | Mobile | BudgetShop | West | 415.20 |
| S00035 | ELEAUSP005 | Electronics | Audio | BudgetShop | Southeast | 423.73 |
| S00036 | ELEAUHO005 | Electronics | Audio | EssentialsPlus | Midwest | 398.56 |
| S00037 | ELEAUHE005 | Electronics | Audio | AsterionHouse | Southeast | 405.28 |
| S00038 | ELEAUSP008 | Electronics | Audio | AsterionHouse | West | 402.95 |
| S00038 | ELEMOAC009 | Electronics | Mobile | AsterionHouse | West | 415.26 |
| S00039 | ELEAUHO005 | Electronics | Audio | EssentialsPlus | Southeast | 402.56 |
| S00039 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southeast | 410.41 |
| S00039 | ELEMOAC009 | Electronics | Mobile | EssentialsPlus | Southeast | 403.09 |
| S00043 | ELECOTA004 | Electronics | Computing | PrimeGoods | Southeast | 402.28 |
| S00044 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Southwest | 410.26 |
| S00044 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southwest | 408.50 |
| S00045 | ELEAUHE003 | Electronics | Audio | AsterionHouse | Northeast | 398.80 |
| S00045 | ELEAUHE005 | Electronics | Audio | AsterionHouse | Northeast | 399.01 |
| S00045 | ELEAUHO001 | Electronics | Audio | AsterionHouse | Northeast | 403.28 |
| S00045 | ELECOTA004 | Electronics | Computing | AsterionHouse | Northeast | 408.50 |
| S00046 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southeast | 394.66 |
| S00046 | ELEAUSP001 | Electronics | Audio | EssentialsPlus | Southeast | 407.48 |
| S00047 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Northeast | 401.61 |
| S00047 | ELEAUSP001 | Electronics | Audio | LuxeRetail | Northeast | 395.08 |
| S00055 | ELEAUHE003 | Electronics | Audio | BudgetShop | Southwest | 397.94 |
| S00055 | ELEAUHE005 | Electronics | Audio | BudgetShop | Southwest | 400.45 |
| S00055 | ELEAUSP005 | Electronics | Audio | BudgetShop | Southwest | 413.66 |
| S00055 | ELECOTA004 | Electronics | Computing | BudgetShop | Southwest | 397.17 |
| S00057 | ELEMOAC009 | Electronics | Mobile | MarketExpress | West | 408.98 |
| S00059 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Northeast | 403.56 |
| S00059 | ELECOTA004 | Electronics | Computing | AsterionHouse | Northeast | 396.05 |
| S00061 | ELEAUHE012 | Electronics | Audio | LuxeRetail | Midwest | 394.96 |
| S00061 | ELEAUHO001 | Electronics | Audio | LuxeRetail | Midwest | 416.36 |
| S00061 | ELECOTA004 | Electronics | Computing | LuxeRetail | Midwest | 408.50 |
| S00062 | ELEAUHO001 | Electronics | Audio | PrimeGoods | West | 400.17 |
| S00062 | ELECODE003 | Electronics | Computing | PrimeGoods | West | 406.08 |
| S00063 | ELEAUHO005 | Electronics | Audio | PrimeGoods | Southeast | 397.93 |
| S00063 | ELEAUSP001 | Electronics | Audio | PrimeGoods | Southeast | 415.42 |
| S00064 | ELEAUHE003 | Electronics | Audio | LuxeRetail | Southwest | 398.57 |
| S00064 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Southwest | 399.39 |
| S00064 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southwest | 395.89 |
| S00065 | ELEAUHE012 | Electronics | Audio | BudgetShop | Southeast | 409.95 |
| S00065 | ELECODE003 | Electronics | Computing | BudgetShop | Southeast | 409.75 |
| S00065 | ELECOTA004 | Electronics | Computing | BudgetShop | Southeast | 399.62 |
| S00066 | ELEAUHO005 | Electronics | Audio | MarketExpress | Northeast | 396.32 |
| S00066 | ELEAUSP005 | Electronics | Audio | MarketExpress | Northeast | 415.37 |
| S00066 | ELECODE003 | Electronics | Computing | MarketExpress | Northeast | 402.64 |
| S00067 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Southwest | 402.14 |
| S00069 | ELEMOAC009 | Electronics | Mobile | MegaShop | Southeast | 398.67 |
| S00070 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Southeast | 394.65 |
| S00070 | ELEAUHE012 | Electronics | Audio | LuxeRetail | Southeast | 395.53 |
| S00070 | ELEAUHO001 | Electronics | Audio | LuxeRetail | Southeast | 413.99 |
| S00070 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southeast | 408.29 |
| S00070 | ELEAUSP008 | Electronics | Audio | LuxeRetail | Southeast | 400.52 |
| S00070 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southeast | 403.05 |
| S00072 | ELEAUHE005 | Electronics | Audio | MarketExpress | West | 399.64 |
| S00074 | ELEAUHO001 | Electronics | Audio | QuickBuy | Northeast | 402.18 |
| S00074 | ELEAUHO002 | Electronics | Audio | QuickBuy | Northeast | 398.35 |
| S00074 | ELECODE003 | Electronics | Computing | QuickBuy | Northeast | 396.92 |
| S00075 | ELEAUHO001 | Electronics | Audio | BudgetShop | Midwest | 414.53 |
| S00076 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southeast | 399.34 |
| S00077 | ELEAUHO001 | Electronics | Audio | MegaShop | Northeast | 395.37 |
| S00080 | ELEAUHE003 | Electronics | Audio | AsterionHouse | Southeast | 406.16 |
| S00080 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Southeast | 410.36 |
| S00080 | ELECODE003 | Electronics | Computing | AsterionHouse | Southeast | 402.87 |
| S00081 | ELEAUHE005 | Electronics | Audio | BudgetShop | Southeast | 408.43 |
| S00081 | ELEAUHE012 | Electronics | Audio | BudgetShop | Southeast | 402.65 |
| S00081 | ELEAUHO002 | Electronics | Audio | BudgetShop | Southeast | 396.86 |
| S00083 | ELEAUHO002 | Electronics | Audio | AsterionHouse | Southeast | 396.40 |
| S00084 | ELEAUHE005 | Electronics | Audio | MegaShop | Northeast | 395.45 |
| S00085 | ELEAUHO001 | Electronics | Audio | PrimeGoods | Southeast | 395.28 |
| S00085 | ELEAUHO002 | Electronics | Audio | PrimeGoods | Southeast | 402.52 |
| S00085 | ELECODE003 | Electronics | Computing | PrimeGoods | Southeast | 397.82 |
| S00087 | ELECODE003 | Electronics | Computing | PrimeGoods | Southwest | 405.07 |
| S00089 | ELECOTA004 | Electronics | Computing | QuickBuy | Southwest | 403.56 |
| S00090 | ELEAUHO005 | Electronics | Audio | PrimeGoods | Northeast | 395.53 |
| S00090 | ELEAUHO006 | Electronics | Audio | PrimeGoods | Northeast | 406.18 |
| S00091 | ELEAUHO002 | Electronics | Audio | QuickBuy | Northeast | 409.08 |
| S00091 | ELEAUSP005 | Electronics | Audio | QuickBuy | Northeast | 395.31 |
| S00093 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Northeast | 408.50 |
| S00093 | ELEMOAC009 | Electronics | Mobile | EssentialsPlus | Northeast | 404.18 |
| S00095 | ELEAUHO001 | Electronics | Audio | MarketExpress | Midwest | 416.30 |
| S00095 | ELEAUHO006 | Electronics | Audio | MarketExpress | Midwest | 395.84 |
| S00095 | ELEAUSP001 | Electronics | Audio | MarketExpress | Midwest | 429.26 |
| S00097 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Southeast | 403.87 |
| S00097 | ELEAUHO001 | Electronics | Audio | PrimeGoods | Southeast | 409.42 |
| S00097 | ELEAUHO005 | Electronics | Audio | PrimeGoods | Southeast | 395.63 |
| S00097 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Southeast | 399.07 |
| S00098 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Southeast | 402.23 |
| S00098 | ELEAUHO005 | Electronics | Audio | EssentialsPlus | Southeast | 398.47 |
| S00098 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 408.50 |
| S00099 | ELEAUHE003 | Electronics | Audio | LuxeRetail | Northeast | 401.49 |
| S00099 | ELEAUHE012 | Electronics | Audio | LuxeRetail | Northeast | 405.39 |
| S00099 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Northeast | 425.91 |
| S00100 | ELEAUHO001 | Electronics | Audio | MarketExpress | Northeast | 425.75 |
| S00100 | ELEAUHO005 | Electronics | Audio | MarketExpress | Northeast | 408.22 |
| S00100 | ELEAUSP005 | Electronics | Audio | MarketExpress | Northeast | 404.05 |
| S00101 | ELEAUHO001 | Electronics | Audio | BudgetShop | Northeast | 409.11 |
| S00101 | ELECOTA004 | Electronics | Computing | BudgetShop | Northeast | 401.26 |
| S00102 | ELEAUHO001 | Electronics | Audio | MarketExpress | Northeast | 406.56 |
| S00103 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Southeast | 428.12 |
| S00103 | ELEAUHO005 | Electronics | Audio | EssentialsPlus | Southeast | 399.54 |
| S00106 | ELECOTA004 | Electronics | Computing | MarketExpress | Midwest | 395.57 |
| S00107 | ELEAUHE003 | Electronics | Audio | EssentialsPlus | Midwest | 396.25 |
| S00107 | ELEAUHO005 | Electronics | Audio | EssentialsPlus | Midwest | 399.05 |
| S00107 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Midwest | 400.67 |
| S00110 | ELEAUHO005 | Electronics | Audio | EssentialsPlus | Midwest | 413.63 |
| S00111 | ELEAUHO001 | Electronics | Audio | MegaShop | Southwest | 404.57 |
| S00111 | ELEAUHO002 | Electronics | Audio | MegaShop | Southwest | 397.80 |
| S00111 | ELECODE003 | Electronics | Computing | MegaShop | Southwest | 397.94 |
| S00112 | ELEAUSP005 | Electronics | Audio | MegaShop | Southeast | 403.44 |
| S00112 | ELECODE003 | Electronics | Computing | MegaShop | Southeast | 408.32 |
| S00113 | ELEMOAC009 | Electronics | Mobile | BudgetShop | Northeast | 396.77 |
| S00114 | ELEAUHE001 | Electronics | Audio | BudgetShop | West | 396.58 |
| S00114 | ELEAUSP005 | Electronics | Audio | BudgetShop | West | 400.15 |
| S00120 | ELEAUHE003 | Electronics | Audio | LuxeRetail | Midwest | 397.42 |
| S00120 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Midwest | 403.99 |
| S00120 | ELECODE003 | Electronics | Computing | LuxeRetail | Midwest | 404.10 |
| S00121 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | West | 399.26 |
| S00122 | ELEAUHE003 | Electronics | Audio | BudgetShop | Southeast | 399.15 |
| S00122 | ELEAUHO001 | Electronics | Audio | BudgetShop | Southeast | 402.08 |
| S00122 | ELECODE003 | Electronics | Computing | BudgetShop | Southeast | 410.35 |
| S00124 | ELECOTA004 | Electronics | Computing | PrimeGoods | Northeast | 408.50 |
| S00125 | ELECODE003 | Electronics | Computing | MegaShop | Southeast | 414.94 |
| S00127 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southeast | 423.79 |
| S00128 | ELEAUHO005 | Electronics | Audio | BudgetShop | Northeast | 397.42 |
| S00128 | ELECODE003 | Electronics | Computing | BudgetShop | Northeast | 397.59 |
| S00130 | ELEAUHO001 | Electronics | Audio | PrimeGoods | West | 404.60 |
| S00130 | ELEAUHO005 | Electronics | Audio | PrimeGoods | West | 395.14 |
| S00130 | ELECOTA004 | Electronics | Computing | PrimeGoods | West | 404.14 |
| S00131 | ELEAUHO001 | Electronics | Audio | LuxeRetail | Southeast | 415.67 |
| S00134 | ELEAUHE001 | Electronics | Audio | LuxeRetail | Southeast | 394.68 |
| S00134 | ELECODE003 | Electronics | Computing | LuxeRetail | Southeast | 400.01 |
| S00136 | ELEAUHO002 | Electronics | Audio | MarketExpress | West | 404.49 |
| S00136 | ELECODE003 | Electronics | Computing | MarketExpress | West | 396.97 |
| S00136 | ELECOTA004 | Electronics | Computing | MarketExpress | West | 395.57 |
| S00137 | ELEAUHE003 | Electronics | Audio | MarketExpress | Southeast | 400.77 |
| S00137 | ELEAUSP005 | Electronics | Audio | MarketExpress | Southeast | 417.80 |
| S00138 | ELEAUHE005 | Electronics | Audio | MarketExpress | Southeast | 399.25 |
| S00138 | ELECOTA004 | Electronics | Computing | MarketExpress | Southeast | 408.50 |
| S00139 | ELEAUHO002 | Electronics | Audio | MegaShop | Southeast | 394.57 |
| S00139 | ELEAUSP001 | Electronics | Audio | MegaShop | Southeast | 404.82 |
| S00140 | ELEAUHE003 | Electronics | Audio | FamilyStore | Southeast | 406.44 |
| S00140 | ELEAUHO001 | Electronics | Audio | FamilyStore | Southeast | 429.29 |
| S00140 | ELEAUHO002 | Electronics | Audio | FamilyStore | Southeast | 417.40 |
| S00140 | ELEAUSP005 | Electronics | Audio | FamilyStore | Southeast | 403.49 |
| S00141 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southeast | 396.19 |
| S00142 | ELEAUHE003 | Electronics | Audio | PrimeGoods | Southeast | 403.60 |
| S00142 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Southeast | 399.75 |
| S00142 | ELEAUHO001 | Electronics | Audio | PrimeGoods | Southeast | 411.68 |
| S00142 | ELECODE003 | Electronics | Computing | PrimeGoods | Southeast | 415.40 |
| S00142 | ELECOTA004 | Electronics | Computing | PrimeGoods | Southeast | 408.50 |
| S00143 | ELEMOAC009 | Electronics | Mobile | BudgetShop | Southwest | 411.43 |
| S00144 | ELECOTA004 | Electronics | Computing | QuickBuy | West | 408.50 |
| S00145 | ELEAUHO001 | Electronics | Audio | PrimeGoods | West | 402.31 |
| S00146 | ELEAUHO005 | Electronics | Audio | BudgetShop | West | 403.39 |
| S00147 | ELEAUHO005 | Electronics | Audio | BudgetShop | Southeast | 399.56 |
| S00147 | ELEAUSP001 | Electronics | Audio | BudgetShop | Southeast | 399.84 |
| S00147 | ELEAUSP008 | Electronics | Audio | BudgetShop | Southeast | 395.65 |
| S00147 | ELECOTA004 | Electronics | Computing | BudgetShop | Southeast | 408.50 |
| S00148 | ELECOTA004 | Electronics | Computing | BudgetShop | Midwest | 403.77 |
| S00148 | ELEMOAC009 | Electronics | Mobile | BudgetShop | Midwest | 406.89 |
| S00150 | ELEAUHO002 | Electronics | Audio | LuxeRetail | West | 402.25 |
| S00152 | ELEAUHE005 | Electronics | Audio | MegaShop | Northeast | 408.11 |
| S00152 | ELEAUSP001 | Electronics | Audio | MegaShop | Northeast | 395.86 |
| S00152 | ELEAUSP005 | Electronics | Audio | MegaShop | Northeast | 402.43 |
| S00152 | ELECOTA004 | Electronics | Computing | MegaShop | Northeast | 408.50 |
| S00153 | ELEAUSP005 | Electronics | Audio | MegaShop | Southwest | 397.74 |
| S00154 | ELEAUHE005 | Electronics | Audio | BudgetShop | Northeast | 399.17 |
| S00154 | ELEMOAC009 | Electronics | Mobile | BudgetShop | Northeast | 400.39 |
| S00155 | ELEAUHE001 | Electronics | Audio | EssentialsPlus | Southeast | 407.67 |
| S00155 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southeast | 399.94 |
| S00155 | ELEAUHO005 | Electronics | Audio | EssentialsPlus | Southeast | 402.65 |
| S00157 | ELECODE003 | Electronics | Computing | PrimeGoods | Northeast | 400.66 |
| S00157 | ELECOTA004 | Electronics | Computing | PrimeGoods | Northeast | 407.73 |
| STORE0003 | ELEAUHE001 | Electronics | Audio | MarketExpress | West | 399.36 |
| STORE0003 | ELEAUSP005 | Electronics | Audio | MarketExpress | West | 399.22 |
| STORE0004 | ELEAUHO005 | Electronics | Audio | MegaShop | Southwest | 394.88 |
| STORE0004 | ELECOTA004 | Electronics | Computing | MegaShop | Southwest | 408.50 |
| STORE0022 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Southeast | 412.89 |
| STORE0022 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 401.56 |
| STORE0023 | ELEAUSP001 | Electronics | Audio | MarketExpress | West | 406.62 |
| STORE0023 | ELEMOAC001 | Electronics | Mobile | MarketExpress | West | 401.51 |
| STORE0049 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southwest | 396.83 |
| STORE0071 | ELEAUHO001 | Electronics | Audio | AsterionHouse | Northeast | 397.87 |
| STORE0078 | ELEAUHE003 | Electronics | Audio | MegaShop | Northeast | 405.67 |
| STORE0092 | ELEAUSP005 | Electronics | Audio | MegaShop | Northeast | 399.26 |
| STORE0092 | ELECODE003 | Electronics | Computing | MegaShop | Northeast | 403.53 |
| STORE0092 | ELECOTA004 | Electronics | Computing | MegaShop | Northeast | 408.50 |
| STORE0115 | ELECODE003 | Electronics | Computing | EssentialsPlus | Midwest | 401.85 |
| STORE0116 | ELECODE003 | Electronics | Computing | MarketExpress | West | 415.77 |
| STORE0118 | ELEAUHO001 | Electronics | Audio | PrimeGoods | Southeast | 402.98 |
| STORE0118 | ELEAUHO002 | Electronics | Audio | PrimeGoods | Southeast | 401.42 |
| STORE0118 | ELEAUSP001 | Electronics | Audio | PrimeGoods | Southeast | 402.95 |
| STORE0118 | ELEMOAC009 | Electronics | Mobile | PrimeGoods | Southeast | 408.12 |
| STORE0123 | ELECOTA004 | Electronics | Computing | LuxeRetail | West | 408.50 |
| STORE0129 | ELEAUHO001 | Electronics | Audio | QuickBuy | Northeast | 408.43 |
| STORE0129 | ELECOTA004 | Electronics | Computing | QuickBuy | Northeast | 408.50 |
| STORE0133 | ELEAUHO002 | Electronics | Audio | PrimeGoods | West | 406.75 |
| STORE0133 | ELEAUHO005 | Electronics | Audio | PrimeGoods | West | 396.41 |
| STORE0149 | ELEAUHO001 | Electronics | Audio | QuickBuy | Southeast | 417.02 |
| STORE0149 | ELEMOAC009 | Electronics | Mobile | QuickBuy | Southeast | 400.22 |
| 000006 | ELEAUHO001 | Electronics | Audio | AsterionHouse | Southeast | 406.57 |
| 000006 | ELEAUSP001 | Electronics | Audio | AsterionHouse | Southeast | 403.98 |
| 000006 | ELECODE003 | Electronics | Computing | AsterionHouse | Southeast | 428.43 |
| 000008 | ELEAUSP001 | Electronics | Audio | LuxeRetail | Southeast | 410.16 |
| 000017 | ELEAUHE003 | Electronics | Audio | PrimeGoods | Midwest | 400.26 |
| 000017 | ELEAUHO001 | Electronics | Audio | PrimeGoods | Midwest | 417.84 |
| 000017 | ELEAUSP001 | Electronics | Audio | PrimeGoods | Midwest | 406.93 |
| 000042 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southeast | 399.91 |
| 000042 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Southeast | 404.49 |
| 000042 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Southeast | 397.21 |
| 000042 | ELEAUHO005 | Electronics | Audio | EssentialsPlus | Southeast | 395.48 |
| 000042 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southeast | 408.22 |
| 000052 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southeast | 396.58 |
| 000053 | ELEAUHE005 | Electronics | Audio | MegaShop | Midwest | 398.02 |
| 000053 | ELEAUHO001 | Electronics | Audio | MegaShop | Midwest | 418.18 |
| 000053 | ELECODE003 | Electronics | Computing | MegaShop | Midwest | 418.78 |
| 000056 | ELEAUHO001 | Electronics | Audio | QuickBuy | Southeast | 408.49 |
| 000056 | ELEAUHO005 | Electronics | Audio | QuickBuy | Southeast | 402.65 |
| 000056 | ELECODE009 | Electronics | Computing | QuickBuy | Southeast | 398.78 |
| 000073 | ELECOTA004 | Electronics | Computing | AsterionHouse | Southeast | 408.50 |
| 000079 | ELEAUHE005 | Electronics | Audio | QuickBuy | Southeast | 399.04 |
| 000082 | ELEAUSP005 | Electronics | Audio | QuickBuy | West | 400.00 |
| 000082 | ELEAUSP008 | Electronics | Audio | QuickBuy | West | 396.30 |
| 000094 | ELEAUHO001 | Electronics | Audio | LuxeRetail | Southeast | 404.23 |
| 000094 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southeast | 408.50 |
| 000109 | ELEMOAC009 | Electronics | Mobile | EssentialsPlus | Northeast | 399.89 |
| 000132 | ELEAUHO001 | Electronics | Audio | MarketExpress | Midwest | 400.35 |
| 000132 | ELECOTA004 | Electronics | Computing | MarketExpress | Midwest | 405.40 |
| 000151 | ELEAUHO006 | Electronics | Audio | MarketExpress | Northeast | 395.93 |
| S00002 | ELEAUHE005 | Electronics | Audio | MegaShop | Midwest | 403.12 |
| S00005 | ELEAUHO001 | Electronics | Audio | PrimeGoods | Southeast | 420.31 |
| S00005 | ELECODE003 | Electronics | Computing | PrimeGoods | Southeast | 394.82 |
| S00007 | ELEAUHO005 | Electronics | Audio | LuxeRetail | Southeast | 399.99 |
| S00007 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southeast | 395.61 |
| S00007 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southeast | 403.16 |
| S00009 | ELEAUHO001 | Electronics | Audio | MegaShop | Midwest | 400.27 |
| S00009 | ELEMOAC009 | Electronics | Mobile | MegaShop | Midwest | 404.74 |
| S00010 | ELECODE003 | Electronics | Computing | AsterionHouse | Midwest | 400.55 |
| S00011 | ELEAUHE005 | Electronics | Audio | FamilyStore | Midwest | 402.28 |
| S00011 | ELECODE003 | Electronics | Computing | FamilyStore | Midwest | 404.62 |
| S00012 | ELEAUHE012 | Electronics | Audio | PrimeGoods | Southeast | 396.37 |
| S00012 | ELEAUHO002 | Electronics | Audio | PrimeGoods | Southeast | 410.24 |
| S00012 | ELECODE003 | Electronics | Computing | PrimeGoods | Southeast | 409.20 |
| S00013 | ELEAUHE001 | Electronics | Audio | MarketExpress | Southwest | 395.96 |
| S00013 | ELEMOAC009 | Electronics | Mobile | MarketExpress | Southwest | 404.14 |
| S00014 | ELEAUHE005 | Electronics | Audio | FamilyStore | Northeast | 406.51 |
| S00014 | ELEAUHO005 | Electronics | Audio | FamilyStore | Northeast | 402.22 |
| S00014 | ELEAUSP001 | Electronics | Audio | FamilyStore | Northeast | 397.33 |
| S00015 | ELEAUSP005 | Electronics | Audio | MegaShop | Southwest | 397.16 |
| S00018 | ELEAUHE005 | Electronics | Audio | AsterionHouse | West | 396.15 |
| S00018 | ELEAUHE012 | Electronics | Audio | AsterionHouse | West | 399.07 |
| S00018 | ELECODE003 | Electronics | Computing | AsterionHouse | West | 412.93 |
| S00018 | ELECOTA004 | Electronics | Computing | AsterionHouse | West | 397.54 |
| S00019 | ELEAUHO001 | Electronics | Audio | QuickBuy | Northeast | 399.36 |
| S00019 | ELEAUHO005 | Electronics | Audio | QuickBuy | Northeast | 410.85 |
| S00019 | ELEAUSP008 | Electronics | Audio | QuickBuy | Northeast | 402.95 |
| S00020 | ELEAUHE003 | Electronics | Audio | FamilyStore | Midwest | 394.59 |
| S00020 | ELEAUHO001 | Electronics | Audio | FamilyStore | Midwest | 397.71 |
| S00020 | ELEAUSP005 | Electronics | Audio | FamilyStore | Midwest | 396.89 |
| S00024 | ELEAUHE005 | Electronics | Audio | FamilyStore | Northeast | 399.90 |
| S00024 | ELEAUSP008 | Electronics | Audio | FamilyStore | Northeast | 395.92 |
| S00024 | ELEMOAC009 | Electronics | Mobile | FamilyStore | Northeast | 401.02 |
| S00025 | ELECODE009 | Electronics | Computing | MarketExpress | Midwest | 400.44 |
| S00026 | ELEAUSP001 | Electronics | Audio | AsterionHouse | Midwest | 396.38 |
| S00026 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Midwest | 407.96 |
| S00026 | ELECODE003 | Electronics | Computing | AsterionHouse | Midwest | 413.46 |
| S00027 | ELEAUHE012 | Electronics | Audio | MegaShop | Midwest | 395.11 |
| S00027 | ELEAUHO001 | Electronics | Audio | MegaShop | Midwest | 419.26 |
| S00027 | ELEAUSP005 | Electronics | Audio | MegaShop | Midwest | 411.74 |
| S00027 | ELECODE003 | Electronics | Computing | MegaShop | Midwest | 399.88 |
| S00028 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Midwest | 428.59 |
| S00028 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Midwest | 408.50 |
| S00030 | ELEAUSP008 | Electronics | Audio | FamilyStore | Northeast | 396.47 |
| S00030 | ELEMOAC009 | Electronics | Mobile | FamilyStore | Northeast | 402.64 |
| S00031 | ELEAUHE012 | Electronics | Audio | EssentialsPlus | Southwest | 398.58 |
| S00031 | ELEAUSP001 | Electronics | Audio | EssentialsPlus | Southwest | 404.80 |
| S00031 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southwest | 396.89 |
| S00032 | ELEAUHE012 | Electronics | Audio | EssentialsPlus | Northeast | 397.87 |
| S00032 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Northeast | 400.18 |
| S00032 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Northeast | 396.42 |
| S00033 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Southwest | 406.85 |
| S00034 | ELEAUHE005 | Electronics | Audio | BudgetShop | West | 395.03 |
| S00034 | ELECODE003 | Electronics | Computing | BudgetShop | West | 420.14 |
| S00035 | ELEAUHE005 | Electronics | Audio | BudgetShop | Southeast | 401.55 |
| S00035 | ELECODE003 | Electronics | Computing | BudgetShop | Southeast | 407.80 |
| S00035 | ELECOTA004 | Electronics | Computing | BudgetShop | Southeast | 408.50 |
| S00036 | ELEAUHE003 | Electronics | Audio | EssentialsPlus | Midwest | 398.05 |
| S00036 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Midwest | 402.21 |
| S00037 | ELECODE003 | Electronics | Computing | AsterionHouse | Southeast | 408.58 |
| S00038 | ELECOTA004 | Electronics | Computing | AsterionHouse | West | 397.91 |
| S00039 | ELEAUHE012 | Electronics | Audio | EssentialsPlus | Southeast | 400.05 |
| S00039 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 408.50 |
| S00040 | ELECODE003 | Electronics | Computing | EssentialsPlus | West | 408.97 |
| S00041 | ELEAUHE003 | Electronics | Audio | AsterionHouse | Southwest | 395.05 |
| S00041 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Southwest | 399.83 |
| S00041 | ELECODE009 | Electronics | Computing | AsterionHouse | Southwest | 401.53 |
| S00043 | ELEMOAC009 | Electronics | Mobile | PrimeGoods | Southeast | 398.01 |
| S00044 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southwest | 407.16 |
| S00044 | ELEMOAC009 | Electronics | Mobile | EssentialsPlus | Southwest | 399.17 |
| S00045 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Northeast | 397.44 |
| S00046 | ELEAUHO004 | Electronics | Audio | EssentialsPlus | Southeast | 405.89 |
| S00047 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Northeast | 395.24 |
| S00047 | ELEAUHO004 | Electronics | Audio | LuxeRetail | Northeast | 396.67 |
| S00054 | ELEAUHO001 | Electronics | Audio | LuxeRetail | West | 395.92 |
| S00054 | ELEAUSP001 | Electronics | Audio | LuxeRetail | West | 408.75 |
| S00057 | ELEAUSP001 | Electronics | Audio | MarketExpress | West | 406.45 |
| S00057 | ELEAUSP005 | Electronics | Audio | MarketExpress | West | 394.53 |
| S00057 | ELECODE003 | Electronics | Computing | MarketExpress | West | 407.57 |
| S00059 | ELEAUHE003 | Electronics | Audio | AsterionHouse | Northeast | 397.28 |
| S00059 | ELEAUSP008 | Electronics | Audio | AsterionHouse | Northeast | 394.51 |
| S00060 | ELEAUHE001 | Electronics | Audio | QuickBuy | Southwest | 397.56 |
| S00060 | ELEAUHE005 | Electronics | Audio | QuickBuy | Southwest | 398.24 |
| S00060 | ELECODE003 | Electronics | Computing | QuickBuy | Southwest | 398.00 |
| S00060 | ELECOTA004 | Electronics | Computing | QuickBuy | Southwest | 408.50 |
| S00061 | ELEAUHE005 | Electronics | Audio | LuxeRetail | Midwest | 400.08 |
| S00061 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Midwest | 404.83 |
| S00064 | ELEAUHO001 | Electronics | Audio | LuxeRetail | Southwest | 406.46 |
| S00065 | ELEAUHO005 | Electronics | Audio | BudgetShop | Southeast | 406.91 |
| S00065 | ELEAUSP005 | Electronics | Audio | BudgetShop | Southeast | 408.85 |
| S00068 | ELEAUHE003 | Electronics | Audio | MarketExpress | West | 406.44 |
| S00068 | ELECODE003 | Electronics | Computing | MarketExpress | West | 406.98 |
| S00068 | ELECOTA004 | Electronics | Computing | MarketExpress | West | 396.16 |
| S00069 | ELEAUHO004 | Electronics | Audio | MegaShop | Southeast | 395.04 |
| S00070 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Southeast | 396.92 |
| S00072 | ELEAUHE012 | Electronics | Audio | MarketExpress | West | 401.98 |
| S00072 | ELEAUHO001 | Electronics | Audio | MarketExpress | West | 405.46 |
| S00072 | ELEAUSP005 | Electronics | Audio | MarketExpress | West | 407.43 |
| S00072 | ELECODE003 | Electronics | Computing | MarketExpress | West | 409.84 |
| S00074 | ELEAUHE003 | Electronics | Audio | QuickBuy | Northeast | 406.44 |
| S00074 | ELEAUHE012 | Electronics | Audio | QuickBuy | Northeast | 399.96 |
| S00075 | ELEAUHE012 | Electronics | Audio | BudgetShop | Midwest | 395.48 |
| S00076 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Southeast | 404.15 |
| S00076 | ELEAUHO005 | Electronics | Audio | EssentialsPlus | Southeast | 401.02 |
| S00076 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 404.18 |
| S00077 | ELEAUSP001 | Electronics | Audio | MegaShop | Northeast | 409.95 |
| S00080 | ELEAUHO001 | Electronics | Audio | AsterionHouse | Southeast | 423.09 |
| S00083 | ELEAUHO001 | Electronics | Audio | AsterionHouse | Southeast | 401.86 |
| S00084 | ELEAUHO001 | Electronics | Audio | MegaShop | Northeast | 423.37 |
| S00085 | ELEAUHE003 | Electronics | Audio | PrimeGoods | Southeast | 395.88 |
| S00085 | ELEAUHO005 | Electronics | Audio | PrimeGoods | Southeast | 407.66 |
| S00085 | ELEAUSP001 | Electronics | Audio | PrimeGoods | Southeast | 400.00 |
| S00086 | ELEAUHO002 | Electronics | Audio | MegaShop | Southeast | 397.53 |
| S00086 | ELEAUSP005 | Electronics | Audio | MegaShop | Southeast | 395.44 |
| S00087 | ELEAUHO005 | Electronics | Audio | PrimeGoods | Southwest | 405.01 |
| S00087 | ELECOTA004 | Electronics | Computing | PrimeGoods | Southwest | 408.50 |
| S00088 | ELEAUSP005 | Electronics | Audio | FamilyStore | Northeast | 399.54 |
| S00090 | ELECOTA004 | Electronics | Computing | PrimeGoods | Northeast | 398.44 |
| S00091 | ELEAUHO001 | Electronics | Audio | QuickBuy | Northeast | 401.77 |
| S00091 | ELECOTA004 | Electronics | Computing | QuickBuy | Northeast | 406.53 |
| S00093 | ELEAUHO005 | Electronics | Audio | EssentialsPlus | Northeast | 401.25 |
| S00097 | ELECOTA004 | Electronics | Computing | PrimeGoods | Southeast | 395.52 |
| S00097 | ELEMOAC009 | Electronics | Mobile | PrimeGoods | Southeast | 416.85 |
| S00099 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Northeast | 400.90 |
| S00100 | ELEMOAC009 | Electronics | Mobile | MarketExpress | Northeast | 400.57 |
| S00101 | ELEAUHO002 | Electronics | Audio | BudgetShop | Northeast | 404.93 |
| S00102 | ELEAUSP001 | Electronics | Audio | MarketExpress | Northeast | 400.28 |
| S00103 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southeast | 401.58 |
| S00103 | ELEAUSP001 | Electronics | Audio | EssentialsPlus | Southeast | 394.87 |
| S00103 | ELEAUSP008 | Electronics | Audio | EssentialsPlus | Southeast | 398.91 |
| S00103 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southeast | 407.62 |
| S00105 | ELEAUHE005 | Electronics | Audio | MegaShop | Southwest | 418.42 |
| S00105 | ELEAUHO005 | Electronics | Audio | MegaShop | Southwest | 399.36 |
| S00105 | ELECOTA004 | Electronics | Computing | MegaShop | Southwest | 395.16 |
| S00106 | ELEAUHE003 | Electronics | Audio | MarketExpress | Midwest | 400.13 |
| S00106 | ELEAUHO002 | Electronics | Audio | MarketExpress | Midwest | 399.38 |
| S00106 | ELEAUHO005 | Electronics | Audio | MarketExpress | Midwest | 395.09 |
| S00106 | ELEAUSP005 | Electronics | Audio | MarketExpress | Midwest | 403.21 |
| S00106 | ELEAUSP008 | Electronics | Audio | MarketExpress | Midwest | 402.95 |
| S00106 | ELECODE003 | Electronics | Computing | MarketExpress | Midwest | 416.74 |
| S00107 | ELEAUHO004 | Electronics | Audio | EssentialsPlus | Midwest | 395.38 |
| S00107 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Midwest | 401.43 |
| S00108 | ELEAUHO001 | Electronics | Audio | MegaShop | Northeast | 398.50 |
| S00108 | ELECODE003 | Electronics | Computing | MegaShop | Northeast | 412.04 |
| S00108 | ELECOTA004 | Electronics | Computing | MegaShop | Northeast | 408.50 |
| S00110 | ELECODE003 | Electronics | Computing | EssentialsPlus | Midwest | 404.67 |
| S00110 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Midwest | 397.32 |
| S00111 | ELECOTA004 | Electronics | Computing | MegaShop | Southwest | 400.93 |
| S00112 | ELEAUHE005 | Electronics | Audio | MegaShop | Southeast | 405.62 |
| S00112 | ELEAUSP008 | Electronics | Audio | MegaShop | Southeast | 397.88 |
| S00113 | ELEAUHO005 | Electronics | Audio | BudgetShop | Northeast | 397.31 |
| S00113 | ELEAUSP001 | Electronics | Audio | BudgetShop | Northeast | 400.54 |
| S00113 | ELEMOAC001 | Electronics | Mobile | BudgetShop | Northeast | 398.96 |
| S00114 | ELEAUHO002 | Electronics | Audio | BudgetShop | West | 395.07 |
| S00117 | ELEAUHO001 | Electronics | Audio | QuickBuy | Southeast | 396.18 |
| S00120 | ELECOTA004 | Electronics | Computing | LuxeRetail | Midwest | 406.83 |
| S00121 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | West | 404.98 |
| S00121 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | West | 413.00 |
| S00122 | ELEAUSP001 | Electronics | Audio | BudgetShop | Southeast | 402.76 |
| S00125 | ELEAUHO005 | Electronics | Audio | MegaShop | Southeast | 410.31 |
| S00127 | ELEAUSP001 | Electronics | Audio | EssentialsPlus | Southeast | 404.07 |
| S00130 | ELEAUSP001 | Electronics | Audio | PrimeGoods | West | 417.03 |
| S00130 | ELEAUSP008 | Electronics | Audio | PrimeGoods | West | 402.95 |
| S00131 | ELEAUHE012 | Electronics | Audio | LuxeRetail | Southeast | 397.75 |
| S00131 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southeast | 400.32 |
| S00131 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southeast | 402.10 |
| S00134 | ELEAUHE012 | Electronics | Audio | LuxeRetail | Southeast | 405.78 |
| S00134 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southeast | 402.29 |
| S00134 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southeast | 407.79 |
| S00135 | ELEAUSP001 | Electronics | Audio | MegaShop | Northeast | 398.45 |
| S00135 | ELEAUSP005 | Electronics | Audio | MegaShop | Northeast | 400.55 |
| S00136 | ELEAUHE003 | Electronics | Audio | MarketExpress | West | 406.44 |
| S00136 | ELEAUSP008 | Electronics | Audio | MarketExpress | West | 394.74 |
| S00137 | ELEAUSP001 | Electronics | Audio | MarketExpress | Southeast | 396.27 |
| S00137 | ELECODE003 | Electronics | Computing | MarketExpress | Southeast | 417.12 |
| S00137 | ELECOTA004 | Electronics | Computing | MarketExpress | Southeast | 408.50 |
| S00138 | ELEAUHO001 | Electronics | Audio | MarketExpress | Southeast | 400.69 |
| S00138 | ELEAUSP008 | Electronics | Audio | MarketExpress | Southeast | 402.95 |
| S00138 | ELEMOAC009 | Electronics | Mobile | MarketExpress | Southeast | 396.96 |
| S00139 | ELEAUHE001 | Electronics | Audio | MegaShop | Southeast | 403.39 |
| S00139 | ELEAUSP005 | Electronics | Audio | MegaShop | Southeast | 426.59 |
| S00139 | ELECOTA004 | Electronics | Computing | MegaShop | Southeast | 403.23 |
| S00141 | ELEAUHO004 | Electronics | Audio | LuxeRetail | Southeast | 396.31 |
| S00141 | ELEAUHO005 | Electronics | Audio | LuxeRetail | Southeast | 397.24 |
| S00141 | ELECODE003 | Electronics | Computing | LuxeRetail | Southeast | 400.29 |
| S00142 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Southeast | 410.71 |
| S00143 | ELEAUHO001 | Electronics | Audio | BudgetShop | Southwest | 404.24 |
| S00144 | ELEAUHE003 | Electronics | Audio | QuickBuy | West | 406.44 |
| S00144 | ELEAUHO002 | Electronics | Audio | QuickBuy | West | 394.51 |
| S00145 | ELEAUSP005 | Electronics | Audio | PrimeGoods | West | 420.44 |
| S00145 | ELECOTA004 | Electronics | Computing | PrimeGoods | West | 397.37 |
| S00147 | ELEAUHO002 | Electronics | Audio | BudgetShop | Southeast | 407.21 |
| S00147 | ELEAUSP005 | Electronics | Audio | BudgetShop | Southeast | 409.71 |
| S00147 | ELECODE003 | Electronics | Computing | BudgetShop | Southeast | 413.93 |
| S00148 | ELEAUHO001 | Electronics | Audio | BudgetShop | Midwest | 397.19 |
| S00148 | ELEAUHO005 | Electronics | Audio | BudgetShop | Midwest | 407.90 |
| S00148 | ELECODE003 | Electronics | Computing | BudgetShop | Midwest | 404.44 |
| S00150 | ELEAUHE003 | Electronics | Audio | LuxeRetail | West | 396.00 |
| S00150 | ELEAUHO001 | Electronics | Audio | LuxeRetail | West | 404.28 |
| S00154 | ELECODE003 | Electronics | Computing | BudgetShop | Northeast | 406.04 |
| S00156 | ELEAUHE005 | Electronics | Audio | FamilyStore | Midwest | 397.84 |
| S00156 | ELEAUHO001 | Electronics | Audio | FamilyStore | Midwest | 408.55 |
| S00156 | ELEAUSP001 | Electronics | Audio | FamilyStore | Midwest | 399.39 |
| S00157 | ELEAUHE003 | Electronics | Audio | PrimeGoods | Northeast | 397.96 |
| S00157 | ELEAUHO001 | Electronics | Audio | PrimeGoods | Northeast | 404.86 |
| S00157 | ELEAUHO005 | Electronics | Audio | PrimeGoods | Northeast | 394.76 |
| S00157 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Northeast | 406.72 |
| STORE0003 | ELEAUHE003 | Electronics | Audio | MarketExpress | West | 402.42 |
| STORE0003 | ELEAUHE012 | Electronics | Audio | MarketExpress | West | 402.38 |
| STORE0003 | ELECOTA004 | Electronics | Computing | MarketExpress | West | 408.50 |
| STORE0004 | ELEAUHE005 | Electronics | Audio | MegaShop | Southwest | 397.43 |
| STORE0004 | ELEAUHO002 | Electronics | Audio | MegaShop | Southwest | 400.19 |
| STORE0022 | ELEAUHE003 | Electronics | Audio | EssentialsPlus | Southeast | 394.77 |
| STORE0023 | ELEAUHO005 | Electronics | Audio | MarketExpress | West | 401.80 |
| STORE0023 | ELEMOAC009 | Electronics | Mobile | MarketExpress | West | 401.72 |
| STORE0049 | ELEAUHE003 | Electronics | Audio | LuxeRetail | Southwest | 400.75 |
| STORE0049 | ELEAUHO001 | Electronics | Audio | LuxeRetail | Southwest | 414.47 |
| STORE0049 | ELECODE003 | Electronics | Computing | LuxeRetail | Southwest | 406.03 |
| STORE0049 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southwest | 408.50 |
| STORE0050 | ELEAUHO005 | Electronics | Audio | EssentialsPlus | Northeast | 400.66 |
| STORE0050 | ELEAUSP001 | Electronics | Audio | EssentialsPlus | Northeast | 410.01 |
| STORE0050 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Northeast | 400.35 |
| STORE0071 | ELECODE003 | Electronics | Computing | AsterionHouse | Northeast | 397.57 |
| STORE0078 | ELECOTA004 | Electronics | Computing | MegaShop | Northeast | 401.41 |
| STORE0092 | ELEAUHE012 | Electronics | Audio | MegaShop | Northeast | 395.77 |
| STORE0092 | ELEAUHO001 | Electronics | Audio | MegaShop | Northeast | 401.17 |
| STORE0115 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | Midwest | 405.12 |
| STORE0115 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Midwest | 404.00 |
| STORE0115 | ELEMOAC009 | Electronics | Mobile | EssentialsPlus | Midwest | 400.67 |
| STORE0116 | ELEAUHO001 | Electronics | Audio | MarketExpress | West | 431.87 |
| STORE0116 | ELEAUHO005 | Electronics | Audio | MarketExpress | West | 398.43 |
| STORE0118 | ELECODE003 | Electronics | Computing | PrimeGoods | Southeast | 394.58 |
| STORE0123 | ELEAUHE003 | Electronics | Audio | LuxeRetail | West | 404.19 |
| STORE0129 | ELEAUHO004 | Electronics | Audio | QuickBuy | Northeast | 400.39 |
| STORE0133 | ELECOTA004 | Electronics | Computing | PrimeGoods | West | 408.50 |
| STORE0133 | ELEMOAC009 | Electronics | Mobile | PrimeGoods | West | 403.81 |
| STORE0149 | ELEAUHE003 | Electronics | Audio | QuickBuy | Southeast | 404.98 |
| STORE0149 | ELEAUSP001 | Electronics | Audio | QuickBuy | Southeast | 415.83 |
| STORE0149 | ELEAUSP005 | Electronics | Audio | QuickBuy | Southeast | 400.51 |
| STORE0149 | ELECODE003 | Electronics | Computing | QuickBuy | Southeast | 404.50 |
| 000006 | ELECOTA004 | Electronics | Computing | AsterionHouse | Southeast | 400.31 |
| 000008 | ELEAUHO005 | Electronics | Audio | LuxeRetail | Southeast | 398.77 |
| 000008 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southeast | 397.84 |
| 000008 | ELEMOAC009 | Electronics | Mobile | LuxeRetail | Southeast | 394.93 |
| 000017 | ELEAUHE005 | Electronics | Audio | PrimeGoods | Midwest | 406.45 |
| 000017 | ELEAUHO002 | Electronics | Audio | PrimeGoods | Midwest | 398.35 |
| 000017 | ELECOTA004 | Electronics | Computing | PrimeGoods | Midwest | 401.45 |
| 000042 | ELEAUSP001 | Electronics | Audio | EssentialsPlus | Southeast | 395.42 |
| 000052 | ELEAUHO005 | Electronics | Audio | EssentialsPlus | Southeast | 406.94 |
| 000052 | ELEAUSP001 | Electronics | Audio | EssentialsPlus | Southeast | 396.40 |
| 000052 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southeast | 417.58 |
| 000053 | ELECOTA004 | Electronics | Computing | MegaShop | Midwest | 408.50 |
| 000056 | ELEAUSP005 | Electronics | Audio | QuickBuy | Southeast | 396.21 |
| 000056 | ELECODE003 | Electronics | Computing | QuickBuy | Southeast | 403.45 |
| 000056 | ELECOTA004 | Electronics | Computing | QuickBuy | Southeast | 407.58 |
| 000079 | ELEAUHE003 | Electronics | Audio | QuickBuy | Southeast | 406.44 |
| 000079 | ELEAUHO001 | Electronics | Audio | QuickBuy | Southeast | 417.60 |
| 000079 | ELEAUHO005 | Electronics | Audio | QuickBuy | Southeast | 412.74 |
| 000109 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Northeast | 406.23 |
| 000109 | ELEAUHO004 | Electronics | Audio | EssentialsPlus | Northeast | 402.69 |
| 000109 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Northeast | 408.50 |
| 000132 | ELEAUHE001 | Electronics | Audio | MarketExpress | Midwest | 395.93 |
| 000132 | ELEAUHO002 | Electronics | Audio | MarketExpress | Midwest | 404.55 |
| 000132 | ELECODE003 | Electronics | Computing | MarketExpress | Midwest | 400.60 |
| 000151 | ELEAUHE005 | Electronics | Audio | MarketExpress | Northeast | 411.08 |
| 000151 | ELEAUHO005 | Electronics | Audio | MarketExpress | Northeast | 412.37 |
| 000151 | ELECOTA004 | Electronics | Computing | MarketExpress | Northeast | 407.20 |
| S00001 | ELECODE009 | Electronics | Computing | PrimeGoods | West | 396.76 |
| S00002 | ELEAUSP005 | Electronics | Audio | MegaShop | Midwest | 408.58 |
| S00007 | ELEAUHO001 | Electronics | Audio | LuxeRetail | Southeast | 401.69 |
| S00007 | ELEAUSP001 | Electronics | Audio | LuxeRetail | Southeast | 411.25 |
| S00007 | ELECODE003 | Electronics | Computing | LuxeRetail | Southeast | 409.39 |
| S00012 | ELEAUHE003 | Electronics | Audio | PrimeGoods | Southeast | 404.44 |
| S00014 | ELEAUHE012 | Electronics | Audio | FamilyStore | Northeast | 398.18 |
| S00015 | ELEAUHE012 | Electronics | Audio | MegaShop | Southwest | 409.63 |
| S00015 | ELEAUSP008 | Electronics | Audio | MegaShop | Southwest | 396.91 |
| S00016 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Midwest | 416.62 |
| S00016 | ELECODE003 | Electronics | Computing | EssentialsPlus | Midwest | 407.99 |
| S00019 | ELEAUHE001 | Electronics | Audio | QuickBuy | Northeast | 403.99 |
| S00019 | ELEAUHO002 | Electronics | Audio | QuickBuy | Northeast | 397.35 |
| S00020 | ELECODE009 | Electronics | Computing | FamilyStore | Midwest | 404.55 |
| S00020 | ELECOTA004 | Electronics | Computing | FamilyStore | Midwest | 408.50 |
| S00024 | ELEAUHO004 | Electronics | Audio | FamilyStore | Northeast | 395.21 |
| S00024 | ELECOTA004 | Electronics | Computing | FamilyStore | Northeast | 408.50 |
| S00025 | ELEAUHE012 | Electronics | Audio | MarketExpress | Midwest | 396.30 |
| S00025 | ELEAUSP005 | Electronics | Audio | MarketExpress | Midwest | 412.43 |
| S00025 | ELECODE003 | Electronics | Computing | MarketExpress | Midwest | 412.08 |
| S00026 | ELEAUSP008 | Electronics | Audio | AsterionHouse | Midwest | 396.48 |
| S00026 | ELECOTA004 | Electronics | Computing | AsterionHouse | Midwest | 408.50 |
| S00027 | ELECOTA004 | Electronics | Computing | MegaShop | Midwest | 408.50 |
| S00028 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Midwest | 410.80 |
| S00030 | ELEAUHO006 | Electronics | Audio | FamilyStore | Northeast | 401.30 |
| S00030 | ELEAUSP001 | Electronics | Audio | FamilyStore | Northeast | 415.50 |
| S00030 | ELEAUSP005 | Electronics | Audio | FamilyStore | Northeast | 420.09 |
| S00030 | ELECOTA004 | Electronics | Computing | FamilyStore | Northeast | 406.77 |
| S00031 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Southwest | 400.58 |
| S00032 | ELEMOAC009 | Electronics | Mobile | EssentialsPlus | Northeast | 397.00 |
| S00033 | ELEAUHE001 | Electronics | Audio | EssentialsPlus | Southwest | 400.17 |
| S00034 | ELEAUHO001 | Electronics | Audio | BudgetShop | West | 405.03 |
| S00035 | ELEAUHO001 | Electronics | Audio | BudgetShop | Southeast | 406.39 |
| S00036 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Midwest | 399.19 |
| S00037 | ELEAUHO001 | Electronics | Audio | AsterionHouse | Southeast | 412.57 |
| S00038 | ELECODE003 | Electronics | Computing | AsterionHouse | West | 406.92 |
| S00039 | ELEAUHE003 | Electronics | Audio | EssentialsPlus | Southeast | 404.41 |
| S00039 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Southeast | 406.00 |
| S00039 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Southeast | 399.81 |
| S00039 | ELEAUHO004 | Electronics | Audio | EssentialsPlus | Southeast | 400.44 |
| S00040 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | West | 417.68 |
| S00040 | ELEAUSP005 | Electronics | Audio | EssentialsPlus | West | 396.12 |
| S00040 | ELECOTA004 | Electronics | Computing | EssentialsPlus | West | 408.50 |
| S00041 | ELEAUHO001 | Electronics | Audio | AsterionHouse | Southwest | 414.74 |
| S00041 | ELEAUHO002 | Electronics | Audio | AsterionHouse | Southwest | 406.39 |
| S00041 | ELECOTA004 | Electronics | Computing | AsterionHouse | Southwest | 408.50 |
| S00043 | ELEAUHO001 | Electronics | Audio | PrimeGoods | Southeast | 402.59 |
| S00043 | ELEAUSP001 | Electronics | Audio | PrimeGoods | Southeast | 402.65 |
| S00043 | ELECODE003 | Electronics | Computing | PrimeGoods | Southeast | 398.95 |
| S00044 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Southwest | 408.29 |
| S00044 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southwest | 407.51 |
| S00045 | ELEAUSP008 | Electronics | Audio | AsterionHouse | Northeast | 402.95 |
| S00046 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Southeast | 394.74 |
| S00047 | ELEAUHE003 | Electronics | Audio | LuxeRetail | Northeast | 394.49 |
| S00047 | ELEAUHO001 | Electronics | Audio | LuxeRetail | Northeast | 403.75 |
| S00047 | ELEAUHO005 | Electronics | Audio | LuxeRetail | Northeast | 419.51 |
| S00047 | ELECODE003 | Electronics | Computing | LuxeRetail | Northeast | 403.85 |
| S00048 | ELEAUHO005 | Electronics | Audio | PrimeGoods | Northeast | 397.78 |
| S00048 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Northeast | 423.71 |
| S00048 | ELECODE003 | Electronics | Computing | PrimeGoods | Northeast | 402.11 |
| S00048 | ELECODE009 | Electronics | Computing | PrimeGoods | Northeast | 395.90 |
| S00054 | ELEAUSP005 | Electronics | Audio | LuxeRetail | West | 404.72 |
| S00055 | ELEAUHO001 | Electronics | Audio | BudgetShop | Southwest | 398.58 |
| S00055 | ELEAUHO004 | Electronics | Audio | BudgetShop | Southwest | 397.63 |
| S00057 | ELEAUHE003 | Electronics | Audio | MarketExpress | West | 406.44 |
| S00057 | ELEAUHO001 | Electronics | Audio | MarketExpress | West | 415.17 |
| S00057 | ELEAUHO005 | Electronics | Audio | MarketExpress | West | 395.65 |
| S00058 | ELEAUHE003 | Electronics | Audio | PrimeGoods | Northeast | 406.44 |
| S00058 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Northeast | 397.48 |
| S00058 | ELECODE003 | Electronics | Computing | PrimeGoods | Northeast | 396.31 |
| S00058 | ELECOTA004 | Electronics | Computing | PrimeGoods | Northeast | 402.96 |
| S00059 | ELEAUHO001 | Electronics | Audio | AsterionHouse | Northeast | 420.83 |
| S00059 | ELEAUHO005 | Electronics | Audio | AsterionHouse | Northeast | 397.48 |
| S00060 | ELEAUHO001 | Electronics | Audio | QuickBuy | Southwest | 415.36 |
| S00060 | ELEAUHO005 | Electronics | Audio | QuickBuy | Southwest | 411.13 |
| S00061 | ELEAUHO002 | Electronics | Audio | LuxeRetail | Midwest | 394.56 |
| S00061 | ELEAUSP001 | Electronics | Audio | LuxeRetail | Midwest | 413.07 |
| S00062 | ELEAUHO005 | Electronics | Audio | PrimeGoods | West | 397.86 |
| S00063 | ELEAUHO001 | Electronics | Audio | PrimeGoods | Southeast | 414.78 |
| S00063 | ELECODE003 | Electronics | Computing | PrimeGoods | Southeast | 409.76 |
| S00064 | ELEMOAC001 | Electronics | Mobile | LuxeRetail | Southwest | 398.71 |
| S00065 | ELEAUHO001 | Electronics | Audio | BudgetShop | Southeast | 411.67 |
| S00066 | ELECOTA004 | Electronics | Computing | MarketExpress | Northeast | 408.14 |
| S00067 | ELECOTA004 | Electronics | Computing | LuxeRetail | Southwest | 408.50 |
| S00070 | ELEAUSP001 | Electronics | Audio | LuxeRetail | Southeast | 402.34 |
| S00072 | ELEAUSP001 | Electronics | Audio | MarketExpress | West | 402.21 |
| S00072 | ELECOTA004 | Electronics | Computing | MarketExpress | West | 397.61 |
| S00072 | ELEMOAC009 | Electronics | Mobile | MarketExpress | West | 406.97 |
| S00075 | ELEAUHE005 | Electronics | Audio | BudgetShop | Midwest | 396.57 |
| S00075 | ELEAUSP001 | Electronics | Audio | BudgetShop | Midwest | 400.55 |
| S00075 | ELECODE003 | Electronics | Computing | BudgetShop | Midwest | 395.44 |
| S00075 | ELECOTA004 | Electronics | Computing | BudgetShop | Midwest | 407.50 |
| S00076 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Southeast | 403.23 |
| S00076 | ELEAUSP001 | Electronics | Audio | EssentialsPlus | Southeast | 408.61 |
| S00077 | ELEAUHE003 | Electronics | Audio | MegaShop | Northeast | 399.32 |
| S00077 | ELEAUHE005 | Electronics | Audio | MegaShop | Northeast | 396.41 |
| S00081 | ELEAUHO001 | Electronics | Audio | BudgetShop | Southeast | 408.04 |
| S00081 | ELEAUSP005 | Electronics | Audio | BudgetShop | Southeast | 405.74 |
| S00081 | ELECOTA004 | Electronics | Computing | BudgetShop | Southeast | 402.40 |
| S00084 | ELEAUHE012 | Electronics | Audio | MegaShop | Northeast | 396.73 |
| S00085 | ELECOTA004 | Electronics | Computing | PrimeGoods | Southeast | 408.50 |
| S00086 | ELEAUHO001 | Electronics | Audio | MegaShop | Southeast | 411.95 |
| S00087 | ELEAUHO001 | Electronics | Audio | PrimeGoods | Southwest | 397.94 |
| S00087 | ELEAUSP005 | Electronics | Audio | PrimeGoods | Southwest | 398.32 |
| S00088 | ELEAUHE003 | Electronics | Audio | FamilyStore | Northeast | 406.44 |
| S00088 | ELECOTA004 | Electronics | Computing | FamilyStore | Northeast | 404.83 |
| S00090 | ELEAUHO001 | Electronics | Audio | PrimeGoods | Northeast | 398.49 |
| S00091 | ELEAUHO005 | Electronics | Audio | QuickBuy | Northeast | 394.69 |
| S00091 | ELEAUSP001 | Electronics | Audio | QuickBuy | Northeast | 405.89 |
| S00093 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Northeast | 401.23 |
| S00095 | ELEAUHE005 | Electronics | Audio | MarketExpress | Midwest | 416.92 |
| S00095 | ELEAUSP005 | Electronics | Audio | MarketExpress | Midwest | 396.24 |
| S00097 | ELEAUHE001 | Electronics | Audio | PrimeGoods | Southeast | 394.97 |
| S00097 | ELECODE003 | Electronics | Computing | PrimeGoods | Southeast | 403.62 |
| S00098 | ELEAUSP001 | Electronics | Audio | EssentialsPlus | Southeast | 403.93 |
| S00098 | ELEMOAC009 | Electronics | Mobile | EssentialsPlus | Southeast | 394.91 |
| S00099 | ELEAUHO001 | Electronics | Audio | LuxeRetail | Northeast | 416.81 |
| S00099 | ELECOTA004 | Electronics | Computing | LuxeRetail | Northeast | 406.31 |
| S00100 | ELECOTA004 | Electronics | Computing | MarketExpress | Northeast | 402.43 |
| S00101 | ELEAUHO005 | Electronics | Audio | BudgetShop | Northeast | 398.32 |
| S00101 | ELECODE003 | Electronics | Computing | BudgetShop | Northeast | 403.81 |
| S00102 | ELECODE003 | Electronics | Computing | MarketExpress | Northeast | 400.14 |
| S00103 | ELEAUHE003 | Electronics | Audio | EssentialsPlus | Southeast | 403.20 |
| S00103 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 404.71 |
| S00105 | ELEAUHO001 | Electronics | Audio | MegaShop | Southwest | 405.75 |
| S00106 | ELEAUSP001 | Electronics | Audio | MarketExpress | Midwest | 400.82 |
| S00107 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Midwest | 400.79 |
| S00107 | ELECODE003 | Electronics | Computing | EssentialsPlus | Midwest | 426.55 |
| S00110 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Midwest | 408.04 |
| S00110 | ELEAUHO001 | Electronics | Audio | EssentialsPlus | Midwest | 395.67 |
| S00111 | ELEAUHO005 | Electronics | Audio | MegaShop | Southwest | 404.80 |
| S00113 | ELEAUHO006 | Electronics | Audio | BudgetShop | Northeast | 395.48 |
| S00114 | ELEAUSP001 | Electronics | Audio | BudgetShop | West | 399.42 |
| S00114 | ELECOTA004 | Electronics | Computing | BudgetShop | West | 408.50 |
| S00117 | ELECODE003 | Electronics | Computing | QuickBuy | Southeast | 416.70 |
| S00120 | ELEAUHO004 | Electronics | Audio | LuxeRetail | Midwest | 399.50 |
| S00120 | ELEAUHO005 | Electronics | Audio | LuxeRetail | Midwest | 406.50 |
| S00121 | ELECOTA004 | Electronics | Computing | EssentialsPlus | West | 399.32 |
| S00122 | ELEAUSP005 | Electronics | Audio | BudgetShop | Southeast | 400.88 |
| S00124 | ELEAUHE003 | Electronics | Audio | PrimeGoods | Northeast | 406.44 |
| S00124 | ELECODE003 | Electronics | Computing | PrimeGoods | Northeast | 413.42 |
| S00125 | ELEAUHE003 | Electronics | Audio | MegaShop | Southeast | 398.57 |
| S00125 | ELECOTA004 | Electronics | Computing | MegaShop | Southeast | 408.50 |
| S00128 | ELEAUSP001 | Electronics | Audio | BudgetShop | Northeast | 400.29 |
| S00128 | ELEAUSP005 | Electronics | Audio | BudgetShop | Northeast | 411.45 |
| S00128 | ELECOTA004 | Electronics | Computing | BudgetShop | Northeast | 408.50 |
| S00130 | ELEAUHE003 | Electronics | Audio | PrimeGoods | West | 402.96 |
| S00131 | ELECODE003 | Electronics | Computing | LuxeRetail | Southeast | 399.78 |
| S00134 | ELEAUHO001 | Electronics | Audio | LuxeRetail | Southeast | 418.96 |
| S00135 | ELEAUHE003 | Electronics | Audio | MegaShop | Northeast | 400.63 |
| S00135 | ELEAUHO001 | Electronics | Audio | MegaShop | Northeast | 402.79 |
| S00135 | ELECOTA004 | Electronics | Computing | MegaShop | Northeast | 408.50 |
| S00136 | ELEAUSP005 | Electronics | Audio | MarketExpress | West | 410.50 |
| S00136 | ELEMOAC009 | Electronics | Mobile | MarketExpress | West | 395.04 |
| S00139 | ELEAUHE003 | Electronics | Audio | MegaShop | Southeast | 401.52 |
| S00139 | ELECODE003 | Electronics | Computing | MegaShop | Southeast | 405.01 |
| S00139 | ELECOLA004 | Electronics | Computing | MegaShop | Southeast | 396.40 |
| S00140 | ELEAUSP001 | Electronics | Audio | FamilyStore | Southeast | 405.83 |
| S00141 | ELEAUHE003 | Electronics | Audio | LuxeRetail | Southeast | 398.02 |
| S00141 | ELEAUSP005 | Electronics | Audio | LuxeRetail | Southeast | 402.77 |
| S00142 | ELEAUHO005 | Electronics | Audio | PrimeGoods | Southeast | 403.20 |
| S00142 | ELEAUSP008 | Electronics | Audio | PrimeGoods | Southeast | 395.06 |
| S00143 | ELEAUHO005 | Electronics | Audio | BudgetShop | Southwest | 406.41 |
| S00143 | ELEAUSP005 | Electronics | Audio | BudgetShop | Southwest | 399.62 |
| S00143 | ELECOTA004 | Electronics | Computing | BudgetShop | Southwest | 408.50 |
| S00144 | ELEAUHO001 | Electronics | Audio | QuickBuy | West | 416.75 |
| S00144 | ELEAUSP005 | Electronics | Audio | QuickBuy | West | 410.64 |
| S00145 | ELEAUSP001 | Electronics | Audio | PrimeGoods | West | 395.64 |
| S00145 | ELECODE003 | Electronics | Computing | PrimeGoods | West | 394.98 |
| S00146 | ELEAUHO001 | Electronics | Audio | BudgetShop | West | 407.81 |
| S00150 | ELEAUHE005 | Electronics | Audio | LuxeRetail | West | 395.20 |
| S00150 | ELEAUSP005 | Electronics | Audio | LuxeRetail | West | 419.96 |
| S00150 | ELECODE003 | Electronics | Computing | LuxeRetail | West | 397.50 |
| S00150 | ELECOTA004 | Electronics | Computing | LuxeRetail | West | 403.78 |
| S00153 | ELEAUHO001 | Electronics | Audio | MegaShop | Southwest | 409.74 |
| S00153 | ELEAUSP001 | Electronics | Audio | MegaShop | Southwest | 399.60 |
| S00153 | ELECODE003 | Electronics | Computing | MegaShop | Southwest | 406.84 |
| S00154 | ELEAUSP005 | Electronics | Audio | BudgetShop | Northeast | 416.51 |
| S00154 | ELECOTA004 | Electronics | Computing | BudgetShop | Northeast | 402.53 |
| S00155 | ELEAUHO002 | Electronics | Audio | EssentialsPlus | Southeast | 401.37 |
| S00155 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Southeast | 408.50 |
| STORE0003 | ELECODE003 | Electronics | Computing | MarketExpress | West | 414.97 |
| STORE0022 | ELECODE003 | Electronics | Computing | EssentialsPlus | Southeast | 397.53 |
| STORE0023 | ELEAUHE012 | Electronics | Audio | MarketExpress | West | 410.13 |
| STORE0023 | ELECOTA004 | Electronics | Computing | MarketExpress | West | 408.50 |
| STORE0049 | ELEAUHO005 | Electronics | Audio | LuxeRetail | Southwest | 411.29 |
| STORE0050 | ELECOTA004 | Electronics | Computing | EssentialsPlus | Northeast | 406.18 |
| STORE0071 | ELEAUHO005 | Electronics | Audio | AsterionHouse | Northeast | 397.16 |
| STORE0071 | ELEAUSP005 | Electronics | Audio | AsterionHouse | Northeast | 397.31 |
| STORE0078 | ELECODE003 | Electronics | Computing | MegaShop | Northeast | 402.52 |
| STORE0092 | ELEAUHO005 | Electronics | Audio | MegaShop | Northeast | 400.28 |
| STORE0092 | ELEMOAC009 | Electronics | Mobile | MegaShop | Northeast | 396.93 |
| STORE0115 | ELEAUHE005 | Electronics | Audio | EssentialsPlus | Midwest | 398.96 |
| STORE0115 | ELEAUSP001 | Electronics | Audio | EssentialsPlus | Midwest | 402.17 |
| STORE0116 | ELEAUHE003 | Electronics | Audio | MarketExpress | West | 406.44 |
| STORE0123 | ELEAUSP001 | Electronics | Audio | LuxeRetail | West | 396.89 |
| STORE0129 | ELEAUHO006 | Electronics | Audio | QuickBuy | Northeast | 397.42 |
| STORE0133 | ELEAUHO001 | Electronics | Audio | PrimeGoods | West | 414.11 |
| STORE0149 | ELEAUHO002 | Electronics | Audio | QuickBuy | Southeast | 395.09 |
4.2.4.3 Comparación
Una vez realizada la optimización del precio para cada combinación de producto y tienda con ambas estrategias, es necesario determinar cuál resulta más conveniente. En este caso, se considera más apropiado trabajar con modelos capaces de capturar patrones no lineales, por lo que la alternativa de “Gradient Boosting” representa la opción preferida. No obstante, disponer de los resultados de ambas metodologías aporta mayor solidez al análisis, por lo que los hallazgos obtenidos mediante la “Regresión Poisson” no deberían ser descartados.
5 Resultados generales y conclusiones
El presente apartado tiene como objetivo sintetizar los principales hallazgos obtenidos a lo largo de este trabajo, en el cual el enfoque estuvo centrado en dos ejes centrales: por un lado, la predicción de la demanda a partir de las transacciones de los últimos 3 años; y por otro, la optimización de precios con el fin de maximizar la ganancia.
Centrandose en la predicción de la demanda, se han probado distintos modelos que incorporan distintas variables que podrían ayudar a explicar la variable respuesta y mejorar dichas predicciones, pero a su vez quedo en evidencia que se presentaban limitaciones computacionales al entrenar los modelos de predicción, debido a que los equipos disponibles no contaban con capacidad de procesamiento elevada. Esto implicó que ciertas exploraciones de parámetros y pruebas de modelos más complejos fueran más lentas o directamente inviables. De contar con recursos en la nube (AWS, Google Cloud Platform o Microsoft Azure), sería posible ampliar significativamente el horizonte de experimentación, permitiendo probar más combinaciones de parámetros, generar mayor cantidad de pronósticos y, en última instancia, mejorar la calidad y robustez de las soluciones propuestas.
Luego, a la hora de pensar estrategias para la maximización de las ganancias en base a la fluctuación en el precio de los productos, se pudieron identificar las siguientes cuestiones de interés:
- Estrategias de ventas
Como se pudo observar a lo largo de este trabajo, los productos que generaron mayor ganancia en los últimos 3 años corresponden a la categoría Electronics. Estos artículos, en general, tienen un valor unitario más elevado y, en consecuencia, una ganancia por unidad superior, a pesar de que la cantidad total de ventas no sea tan alta en comparación con otras categorías.
En este sentido, una recomendación a la empresa sería evaluar la posibilidad de orientar parte de su estrategia de ventas hacia locales especializados en productos electrónicos. Este tipo de productos, al aportar un margen de ganancia más alto, podrían convertirse en un pilar de la rentabilidad futura. A su vez, esto podría estar acompañado en un futuro de una expansión selectiva de locales, priorizando la apertura de tiendas en zonas con alta demanda potencial de productos tecnológicos (grandes centros urbanos, polos universitarios, regiones con mayor ingreso medio) pudiendo maximizar el impacto de la estrategia.
- Markup
Como se mencionó a lo largo de este informe, el markup representa el porcentaje que se adiciona al costo de un producto para establecer su precio de venta. Definirlo correctamente es fundamental, ya que un markup demasiado elevado puede reducir la demanda al alejar a los clientes, mientras que uno demasiado bajo puede comprometer la rentabilidad de la empresa. En este sentido, encontrar un equilibrio resulta esencial para sostener un nivel de ingresos saludable y competitivo.
Si bien los niveles de markup pueden variar en función de la industria y del tipo de producto, el análisis realizado con los datos disponibles muestra que un rango comprendido entre el 30% y el 60% ha generado los mayores niveles de ganancia.
Como recomendación se sugiere que la empresa adopte una política de precios flexible dentro de este rango, ajustando el markup en función de la elasticidad de la demanda y de las condiciones del mercado. Dentro de ese margen, conviene ajustar el porcentaje según los objetivos del momento: un markup más alto aumentará la ganancia por unidad pero puede reducir las ventas, mientras que uno más bajo puede favorecer una mayor rotación de productos y ayudar a sostener o ganar mercado. Lo más conveniente es probar diferentes niveles dentro de este rango para encontrar el equilibrio que maximice la ganancia total sin perder competitividad.
- Zonas de mayor ganancia
En base a lo visto anteriormente, el estado que presentó una mayor ganancia promedio por tienda fue el estado de Nuevo México, con la particularidad de que en dicho estado solo se encuentran 2 tiendas minoristas. Este resultado sugiere una oportunidad estratégica: considerar la apertura de nuevos puntos de venta en dicho estado, con el fin de aprovechar el potencial de rentabilidad que allí se evidencia.
- Información sobre los clientes
Al no poder relacionar la información de los clientes con las transacciones realizadas, las posibilidades de análisis se acotan en gran medida. Una solución para poder aprovechar un poco la información disponible en esta base se centra en analizar la geoespacialidad de los clientes, es decir, poder evidenciar en que zonas del país hay mayor cantidad de clientes/socios.
Se visualiza la cantidad de clientes según el estado en el cual residen.
Se observa que los estados del sureste de los Estados Unidos son los que presentan mayor número de clientes, lo que resulta de interés ya que en estos mismos estados se presentó una mayor demanda y una mayor cantidad de ganancias. Las zonas con menor presencia de consumidores representan una oportunidad de crecimiento para la empresa. Una estrategia posible sería fortalecer la difusión en redes sociales y canales digitales, resaltando los beneficios de convertirse en loyalty members y generando campañas de publicidad segmentadas que apunten a captar nuevos clientes en dichas regiones.